{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import csv\n",
    "import os\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# use LaTeX fonts in the plot\n",
    "matplotlib.use(\"pdf\")\n",
    "matplotlib.rcParams.update({\n",
    "    \"pgf.texsystem\": \"pdflatex\",\n",
    "    'font.family': 'serif',\n",
    "    'text.usetex': True,\n",
    "    'pgf.rcfonts': False,\n",
    "})\n",
    "sns.set_context(\"notebook\")\n",
    "sns.set_style(\"whitegrid\")\n",
    "sns.set_palette(sns.color_palette(\"magma\", 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Local Episodes</th>\n",
       "      <th>Trial</th>\n",
       "      <th>Epoch</th>\n",
       "      <th>Average Device Train Accuracy</th>\n",
       "      <th>Average Device Validation Accuracy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.5575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.425</td>\n",
       "      <td>0.4575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.5675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.5900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.5650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23995</th>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>195</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.8325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23996</th>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>196</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.8550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23997</th>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>197</td>\n",
       "      <td>0.975</td>\n",
       "      <td>0.8425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23998</th>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>198</td>\n",
       "      <td>0.925</td>\n",
       "      <td>0.8500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23999</th>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>199</td>\n",
       "      <td>0.950</td>\n",
       "      <td>0.8150</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24000 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Local Episodes  Trial  Epoch  Average Device Train Accuracy  \\\n",
       "0                   1      0      0                          0.400   \n",
       "1                   1      0      1                          0.425   \n",
       "2                   1      0      2                          0.625   \n",
       "3                   1      0      3                          0.575   \n",
       "4                   1      0      4                          0.575   \n",
       "...               ...    ...    ...                            ...   \n",
       "23995               6     19    195                          0.800   \n",
       "23996               6     19    196                          0.900   \n",
       "23997               6     19    197                          0.975   \n",
       "23998               6     19    198                          0.925   \n",
       "23999               6     19    199                          0.950   \n",
       "\n",
       "       Average Device Validation Accuracy  \n",
       "0                                  0.5575  \n",
       "1                                  0.4575  \n",
       "2                                  0.5675  \n",
       "3                                  0.5900  \n",
       "4                                  0.5650  \n",
       "...                                   ...  \n",
       "23995                              0.8325  \n",
       "23996                              0.8550  \n",
       "23997                              0.8425  \n",
       "23998                              0.8500  \n",
       "23999                              0.8150  \n",
       "\n",
       "[24000 rows x 5 columns]"
      ]
     },
     "execution_count": 261,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"results_local_episodes.csv\")\n",
    "df.columns = [\"Local Episodes\", \"Trial\", \"Epoch\", \n",
    "                         \"Average Device Train Accuracy\", \"Average Device Validation Accuracy\"]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1, ax1 = plt.subplots(figsize=(6,4))\n",
    "ax1.set_ylim([0.5,1.0])\n",
    "ax1.set_xlim([0,200])\n",
    "sns.lineplot(\n",
    "    data=df, x=\"Epoch\", y=\"Average Device Train Accuracy\", \n",
    "    hue=\"Local Episodes\", ci=\"sd\", palette=sns.color_palette(\"flare\", 6),\n",
    "    ax=ax1).set(title='Local Episodes Experiment', \n",
    "                                                 ylabel = \"Train Accuracy\",\n",
    "                                                 xlabel = \"Epochs\")\n",
    "ax1.legend(loc='lower center', bbox_to_anchor=(0.5, 0), ncol=6, title=\"Local Episodes\")\n",
    "fig1.savefig('figures/local-train.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2, ax2 = plt.subplots(figsize=(6,4))\n",
    "ax2.set_ylim([0.5,1.0])\n",
    "ax2.set_xlim([0,200])\n",
    "sns.lineplot(\n",
    "    data=df, x=\"Epoch\", y=\"Average Device Validation Accuracy\", \n",
    "    hue=\"Local Episodes\", ci=\"sd\", palette=sns.color_palette(\"flare\", 6),\n",
    "                        ax=ax2).set(title='Local Episodes Experiment', \n",
    "                                                 ylabel = \"Validation Accuracy\",\n",
    "                                                 xlabel = \"Epochs\")\n",
    "ax2.legend(loc='lower center', bbox_to_anchor=(0.5, 0.81), ncol=6, title=\"Local Episodes\")\n",
    "fig2.savefig('figures/local-val.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Pretrained</th>\n",
       "      <th>Federated Learning</th>\n",
       "      <th>Trial</th>\n",
       "      <th>Epoch</th>\n",
       "      <th>Average Device Train Accuracy</th>\n",
       "      <th>Average Device Validation Accuracy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.6200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.6300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.6600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.950</td>\n",
       "      <td>0.7350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.6350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11995</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>390</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.8050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11996</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>392</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.7150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11997</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>394</td>\n",
       "      <td>0.925</td>\n",
       "      <td>0.8275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11998</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>396</td>\n",
       "      <td>0.875</td>\n",
       "      <td>0.8425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11999</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>398</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.8250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Pretrained  Federated Learning  Trial  Epoch  \\\n",
       "0               0                   0      0      0   \n",
       "1               0                   0      0      1   \n",
       "2               0                   0      0      2   \n",
       "3               0                   0      0      3   \n",
       "4               0                   0      0      4   \n",
       "...           ...                 ...    ...    ...   \n",
       "11995           1                   1      9    390   \n",
       "11996           1                   1      9    392   \n",
       "11997           1                   1      9    394   \n",
       "11998           1                   1      9    396   \n",
       "11999           1                   1      9    398   \n",
       "\n",
       "       Average Device Train Accuracy  Average Device Validation Accuracy  \n",
       "0                              0.700                              0.6200  \n",
       "1                              0.800                              0.6300  \n",
       "2                              0.700                              0.6600  \n",
       "3                              0.950                              0.7350  \n",
       "4                              0.850                              0.6350  \n",
       "...                              ...                                 ...  \n",
       "11995                          0.800                              0.8050  \n",
       "11996                          0.825                              0.7150  \n",
       "11997                          0.925                              0.8275  \n",
       "11998                          0.875                              0.8425  \n",
       "11999                          0.825                              0.8250  \n",
       "\n",
       "[12000 rows x 6 columns]"
      ]
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comparison = pd.read_csv(\"results_comparison.csv\")\n",
    "\n",
    "for index, row in df_comparison.iterrows():\n",
    "    if(row['fl']-1 == 0):\n",
    "        df_comparison.at[index, 'epoch'] = row[\"epoch\"]*2\n",
    "df_comparison.columns = [\"Pretrained\", \"Federated Learning\", \"Trial\", \"Epoch\", \n",
    "                         \"Average Device Train Accuracy\", \"Average Device Validation Accuracy\"]\n",
    "df_comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig3, ax3 = plt.subplots(figsize=(6,4))\n",
    "ax3.set_ylim([0.5,1.0])\n",
    "ax3.set_xlim([0,400])\n",
    "condition = df_comparison['Pretrained'] == 0\n",
    "\n",
    "sns.lineplot(\n",
    "    data=df_comparison[condition], x=\"Epoch\", y=\"Average Device Train Accuracy\", \n",
    "    hue=\"Federated Learning\", ci=\"sd\",\n",
    "    ax=ax3).set(title='Random Weights Training', \n",
    "                ylabel = \"Train Accuracy\",\n",
    "                xlabel = \"Training Batches\")\n",
    "ax3.legend(loc='lower center', bbox_to_anchor=(0.5, 0), ncol=6, title=\"Federated Learning\")\n",
    "\n",
    "\n",
    "fig5, ax5 = plt.subplots(figsize=(6,4))\n",
    "ax5.set_ylim([0.5,1.0])\n",
    "ax5.set_xlim([0,400])\n",
    "condition = df_comparison['Pretrained'] == 0\n",
    "\n",
    "sns.lineplot(\n",
    "    data=df_comparison[condition], x=\"Epoch\", y=\"Average Device Validation Accuracy\", \n",
    "    hue=\"Federated Learning\", ci=\"sd\",\n",
    "    ax=ax5).set(title='Random Weights Validation', \n",
    "                ylabel = \"Validation Accuracy\",\n",
    "                xlabel = \"Training Batches\")\n",
    "ax5.legend(loc='lower center', bbox_to_anchor=(0.5, 0), ncol=6, title=\"Federated Learning\")\n",
    "\n",
    "fig3.savefig('figures/comparison-random-train.pdf', bbox_inches='tight')\n",
    "fig5.savefig('figures/comparison-random-val.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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U9+6Bj98zreP/8O9/gr9/x5ex/f5n5Qcxp3C4Z9eJDXoKlPdLmeTJB1qNkeAc4cHe/SWiXJZRT2GIcPduAABbtgwAcPt/+uLUB1AT8r//eBwAEL74QvvtVO0oi0pmwXly4eQ3JCNjzsnXWuWlEqof/3N4U0Q2xZkFHzse+zwyHB9b81f4+Fv+tmW8pwM9GYv7778f73nPe/DUU0/h2muvxU033YT77395Rlf8R0DpSBkA8Pz3ZOcuiwpUxquGbu/bJl/e8QMTaFQ8+LXO+rkQoqPPw6/7M7byerkg8EKUj3eRNtqAT04aH4Wo1wEeQvg+wmd2ovKhP4H38OaWfSxf/kYmKPf0G6JagfA9HHlRrjp/frf0dyQcvgcPolaqw6/7mBytzBiz9EtyjOVjrc9J8MjPUfngHyOcIjLJjLFcBrwGeBAYCSnM9gEAGBXY8pVHzUTZqHjwasnVur7Oe8YzaIQM/o4dKB+vojpeg1+PnvPGmJyYbWUsQi/5DgTKWFj21FPkVD5BUZ4EhJgy74NPyjHxUgliNGIToo0vKPRCCCFa/EQzeV+b0bMMtWLFCtx88824+eabUSwWcdttt+F3f/d3cdNNN2Hnzp2nZHApTgwLL54HACg9vx+ANBbf+sj38cFLbwPnApUx+RJmixn8ycqP47t/+FDHY23+8iP4yOWfxL4dh1q++7f/9wD+4bf/8T+UnPWF92zEn77qDgR+D2GckBJN+Y9uRuN735Uf6MiWeh1CSQ3et7+VcN4KIZCBnATztNHT9a187KOo/9M/4ehuaSxeeHiPnPDU5En6B8APHcQHL70NH7j0Nnzk8k/iuXtnJmmNKL8KEa3SGj92DOAc/PDUwRJCCISlsszArtdN5dgffv15API5/sYH78HPvvYYBOf4wKr/h1te95fJgyjj6IUUI/4Q6tt34vYr/hYfesXt+NLvf91s9pX//lVzzHqpbpiEOYwyLFNd+q3feBwfufyTOLy9izRUl+fBj3QP0RWlSfmPWg38sHzfGpwZSar5OQh3bEf5f78XoYp0mzg8iVte95fYtunU+Fl6MhYPP/wwbrzxRlx11VXYtGkTrrvuOtx///246667cMstt+COO+44JYNLcWLQD74r5MRkkeghq5fqqKiVsV4h18YaCIP2GvqzP5bSwu5H97Z8N3mkjNKRyZbV3S8qvJqPZx6Sssaerb31jQ+2b5Mvv3qhRV3eE9GoQ3hqEjl8GN6DP4z2GZ8Eo/KeFVgDYgrJQZTL4IcOITywH4eekROSV/Ukk1QyFFuyBPzQYQACoSc/O/j4zOQXiLr0VVC0PkOiolbdU+j1ctAemHpWJ3YdBtS1qvoMALBo+QAA4IWf7kbjG1/Hf3vlPtQmmpzT6ncCTrCrNggHPoZCKens/OHzZrOJ3fLcLSbg1wPUm5zcfl0ep9u15xPjOPe7d+LcwWpXY6HvOT9yBLzeOQw2ziDCXbsQCIIjkxYq+yQrmzwaZzBCSpicI3xRvqOlI5PgAcf+HacmTLonY/G1r30Nb3vb23Dffffhox/9KFasWGG+KxaLLS1Tf5Hxtfd/Bx+49BNndAzvW3YLvveJH3T8Xj/ofZb8r0WjB14yC/lyP/OgnPisDMP/Pe9WPPTZh1uORSgBgLbGJAw4eMCnnMx+UaANBQD83XVfxnc//kCXrSWCxx8DAEzsO46bl33UTGbxlTPpH4D/wH1m5Tjx4n6zfydjcWDnYbxv2S3YvXUE4QG5vTc+iTDgGBoegOACn3jr3+GRrz0KADg4yoHATzwL+t6eLLhybNM2zEJU5QTXS2KZKEeS29++++sYefQlhBxoBHKaWrCsD8OXLcTRF48h3L0LCwoNEIjEilvEjMWj2wIEHFgxXy6KqEUNq56/tAgAsKgcc+loUu4zzCJ27Ue2HcBHX/MXmDik5KIDB8AQYulAzWz3vmW34NsfS/p2tTGF18A9f/Iv+KML/7zt+YfjkW9i/MnnUPEslBo2/GNjEGGI4yORg59zgWPbXpJj33sU//gH38C3Pyqj0ZpZ0kyhJ2NxySWXJLrdjYyM4JOf/KT5+/d+7/dmfmRnKR75+hOolxpnTKvXk/YP/75V59bwqvKFKThKd41NEBDCMAv9X8rkY/DA3/x7y7H0hMLDNhJDyBGGHPiPYStQbtKmH/yHLV23F0EA/8knAQDjI8dhs9iFatRl1A8A6zWvAT90yMgUpV1KgggoClYDPGiVvLbfJ6WGn9/9BPh+ZVyUxl+YIzX+WqmOQ0/LVebOx6QG7lrRfZwpYyFqcrVM2zwI02EWZlsADuM4uvMAGiFFKOQ4bYtg+JKFOLrrGMKjo2AUKLoBeHwhE0TGwgspdo3l8KrlIV7xn1aABxx7n5TXKpORx8znJGtJrtrbM4sDOw+jdKSMF34q5Tud9Dcn7yW2+3FT4IiIsYmRh7YhaARtw3X9Y8cxVpMO9YIToFSnKDUYXF5H5cg4ju8bjx0UKD0n2e2+J/dhz+P7sPuxfWrsZ9BY3Hvvvejr6zN/697a/5Hh1Xzc+Zt3mRt02n63GsXdf/q/fgUPfmYLvnbzt1vGBgAFV0V0xIyFEED5uHwxAiVH6JUZDwWe+O4OfP6Gr4FA4LdWHsRsLl8I3o5Z+CFEKGaUWdz/1z/uacU+k3hu80u463e/2tYgAvI8/+a3voBnf/JS4vNFq+Z3PW74/HNAtQKAwBIBXBbzSzQ81I5NgAuCYMFSAEDw9A4AQHWfNBqjQR8Ktgdea3Wo67E+v2UXdvzTQ/IzNdm6ecdsp+89K8qVdCY2Br1IOFnoDOO2MpTOc+iFWVSi1b3DBPoHHXgBRcDlxO5YAotWzodX9SDURD2Q9fHX134ee56QRkAzi1Dtc7DeB7tWwhW/sxIAsPdJGUprcbmdrYKd9ELgmx++Fx9/898kmIUQAnf97lfx6DeeAgDDTvQY5uY9CM5R/+a/4DWLxgEAf/Xrn4vYSqxr39y8fH/b+aFEqYRDZdf8XfYssFmz4DCBx/75p8ZYZAouhBDIEXlcUa+hXo4YqDZ03/mz+/DgZ2Zunu7paWl7Yv+BnJrtcPi5o9jz+H7c/X+/c1p/N24snvv3l/DdP38Aj/zLk2jEPve1sXCkMYgzC8GFYR6hctJyX77kIuT4xz/4Bnbc/xzm5D2smFvBPF+ucrsxi5l8FjZ98iE8+A9bTmto4Kd/5yt4+gfPY99T7bXeiUOT2PXIiEnQ+rUPXim/mGKIwROPA8wCXboUFgI4sYkajTrKB8bgBQQvHqQAIeB7dsvDKu16whqETQX4kdZIolDds+Mj42Cj8h45CECJQLaQMdtpYzF6TN7zJLPoPv5eIZQDl5IuzCKYPrNgwocXUjPx2wzon19A3g5BuHx2BzMBRp46iG98QIWlGhlKntykJY3kkBiH5Vo48qJkWEwox786TumodC5v27QTR3dFYaucy8XQ0z94Hi/9TDKKRkW+a5pZDGV9OH4d3vc34aI58hxGnjxg2L+RoTIZzFHGot2zQ6oVTNQthLa8f2WPIb98MQCguvegyQehFoXgAhmulAG/gUY5ev+DhjynH332p/Dv/iqCp5/udMmnhZ4elw0bNuDaa6/FXXfdhbvuugvXXnst3vGOd8zIAF6uMKvpGaLyvaJebp/R69VkGOu3P/Z9VMdrsClHxpYTQ9xYBI3Wl1ZLW3GDsLgoV4sOURnAbSZvrnwWp2Ji5z1GG00HtVId37n1vgRN18lXACDavMHbvv9MlLOgcNGbzsPFbzkfXs3vyEYA6dCks2djdIKAeF7CWAjPB7wGPE7gCQa6YCG4yrlgdTnhTDqDAICffe5HZpzbNj2DJ+95GqGRpgTm5j3oYeTsEJlitDplRICD4tiofG5WvWau+Y7MELPQjmhGRMv10H4I0aYI4M4Hn8dj345Ke8SZRS5DQAMPjZAYZmFbHJZroT8T3b+BjHyey8er2PQXD0XMQt3KanZIHvvgfiy4aC6OqtBiSxuLMACIwPM/2YUHP7MFPEw+Azxs9ck1lAR97CnpwyIEWObtBzwPWTs6z/qkCmbQ12d4SUdmIRoNMO6jFtogg3LM5YYFMiCfAas6afYRXEAEIdxQSVmNRuK6++odH8j4eN3wBBrfm5kFbU8ZJxs2bMCqVatw7733AgA+9rGPJZzc/xHBVagjIafXWMSZRRz1Uh2b/3UbfnzXzwAAQ9nohYobi3h2r4H6Ov5SLO6XD6KNVkefRhhwiDYv00wgDDgsd+rtpoMf/v1m/OhzP4WTc7Du/7wJQPJ6tGNIX/zvd7d8xhwGN+/Ar/sIfd5RzhG+D04Zdj99DOfPCuDEVvW65IcfUoQhwM4/H/5PfwreqIN5VdR8ilp/P1AFdv34WTy6/au4edP/wI8//1OUjpZx0RvPAwDk7RA5h2PPeAZLB+rI2WELs/ADYZzEmTizYDPks/CiBLfm66Ed3O0qxn7uehm++opfXQnKKEQ5YhauLUB8D14YyVA2AyyHJY2Fes4nDpZw/50/xiV/MAdZTgDIfURxELAd8CNHMHzJMjz6zSdRr3iwRLRoGpyTw65HR7Dr0RG4fcmHTohWmbVR8cC5gHfwCA5zB/P6PJwXSnkrG7u+moGgXgccB3TRYsx55nnllG+6hpOS2XA3AzZ7EOLIAUx6DAuHpOGwgyqqPGYsJidA9IvbqAOIpEe/HkAIgWUDKrN+3762xnq66HlpsXLlSpNn8R/dUADRxHI6bIVfD/Dzrz8hq1J2cKyXj1cTYym42h+R9Fls/dY2MJu1PUacIRhmoeL9RTsZKlAylNpvcrQyYzHeYRun7smCqQSrydFoBbs/lj/Cg96MnmVrYxF0H2fgIxQE9YDCtTicmINb+L6aDAk4FzhOB4FGHdu/+AOQagUV30IjIyWUgaxvJEPBBUqHo3DluX1yQto9ngWgmUVkLCwi9fu6MhauFY2X9sCKt35rW0swRxhw6VhX950oY8GoSFwPwbmscQRgz1PyOvuPPtKSSLZt0zMoHSknZCiXCbDQRyOIZCiLAZZjoV+xicNlxzALjdrxMoKQwHblOtjK2KALFoAfPaL8HT727zgIC9E45yzKm38HTcl5nGuZVeCy+SVYlOPAzsN49qHn0e8G2DWWRcCBPsj3Jc4s9MJOKGMxciCAzQRydtiSwKGlR5LPg82ZDUD6LOw52lhEPgnOBcTxSCqjTfXD/HoAr+bjnEHlLyqVUHs+6W87EfRkLMrlMj784Q/jpptuMv/70z/905P+8Zc11L0+Hcxi54PPY+P7v4Nnf/xiwjcRR+V4FXbWNn/rSKhSwzLhgQCw57F9OPe1S9oeQz+MrhViTl45ANFZhgqDEBDRxP7Zd/0Tvvg/7sbE4UkEL75wwlVIF/TVERyd+fo3etVoVnxAIiY97GH1RSgBHRvFoFWDX/PbOv41hO8j4ASNkMJhIrGqh++BBB58TuF7Ib78cZlt/+QXHkT94FHUAgaazaHmUxSc0DxnXEif0+QRuRLVssbuMWks8k6IXH+SWYSCGGYRd7JPFQ11fGQc/3zTv7aU8P7JF3+Gjf/3O3jw09J5GjcWietRr5lJcfPXn0ZjvIza3/0NPJ2gqPDl//Uv+Jv//AWIagVeKMfp2BwWQskshDYWQjILN4AvGA5OuhhsMhb+ZA0BJ7Azylg4FujwMMSRI5izdAAAcOjZowlj0T8YsQmdg2LA5bM/N+/hNy4+govnVLD70RH883//J9hMYKxmY7QiV/UBl455pt43/ZyJeh2BYPjZt58x59HMLHT2Nu3Lg82aBQAoNxj65hbltmEIHZksuIAYl2G0VY+Chck5IWj4qE/UsGywhuNVOSds/sS3cLLoyVi8613vwqpVqyCEwIYNG7BmzRpMxApdnc0oHSlj7MDMj9VohCdhK8KAY9/2pFM13PVSSynm6oRcnY3uPo5Gpb2jsDpeg52JjEV/Th5jrGYlZCi/EcDNu6BEYF5fe5aiWUXVo7DRGkKoofVd7V/QBc7Kxyqo3v4JNL7x9ZZ9esHbLzmE8BtfPaF92+H4vnGUjpSNPKNXfJwL7H/6sDGy3SZ+DWpR4Ntfx8VHt8Cr+10zuXmtgWolNBO1jk4DgNp4FSTw4YcELzy8F6NVG1WPYtlgDXknRC20wRwLPify/qmJXahrPrpbriyHsj7qPsURNWHlHZ6QUhgVCDjB1X98JUAIHNI7Y2tU5POhnz8NHXI9vn9cfqBWtowI+LVo4hKVKIrLYgKNcZWd7bU+d8f3jUNUKpj05CTvMAGHhUkHN9XMIkAldDBet1FwQzDKsahYByDglaWx0BKb5TCwxcMQ5TLsupwHAi+ATaJ7EdY7h8FrGSqnGEO/K98HzW4mGpa59i8ezwGIpKi4DBVSeS/leYgWZqGztElfAeycc+DDwljdRnFOASGoNBYmapFj8kXp3zpcceGgNfu8tmsvim6In+7rR8CBQv3kF189GYuBgQG8/e1vx+tf/3oMDAxgw4YNmFQa29mOb9/yfXzpf3x9xqO3tFP4ZJjFA3/9Y/zlr34WLz0is6P54cOo3PKRluY4WnqqleoIxieSUTUKtVINlhPJSwN9Al5AUPFZU54FYLkMq+ZO4j2XjyBvt4Y0Li42IATw0ljOOALb+izURBn48kEuWNLIBNUa0Gh0Lw/dBVkrBB+fOQP/Z2+4Ex99zV+YCURHg00emUSj3MCcZZLqNzs324ExCkyMwRY+IKJ7I2o18HLynTj20lHsf6lkjEUxZiy2//BFkEBG+7z4870ACJ4/nsf5syroc0LUQguWzRBwAkaFec70fTg+Mg4AyFghKj5DLWAQAihkuFlVA3ICDwUBsRjgurBpNIapfE1a6gqakry0Y1y/UloGYRRoTEb5A3GHNSMCYU1Nym3CaAUXEOUyqj5DAAaHcTiUw4s7uJn0F/VnApR8G2M1C4QAbz33GH5v9T7M72sgrNYRCIKlly0EAAxfthBs0SK5/1G5MAv9EHbMaF64el7HayBUNJRmhUVXGw3lK6nbGJnIou5TPDcq5aysFYISATo5IcPLG3VwasNXrMmivIVZ+Eel8Sf9RVirLsHjr/ivsAeLyBQzCEFBeBjJUAHHtq8+DD8kGKvZyNjJBYBfDxCqEkwvHM/h4KSL2VZvNca6YVqhs2vWrMEHPvAB3HXXXdi7t7X8w9mIWqmOernR06pxOgia6WoMQogWuUgI0bJCG1EF/UZUohBXkSP8ULIOkw6Zq5XqWPT4v+HqC1pDKetlL5FlXcyEKHkWAk6TxgIAsygKmRCUJFe7GvP7Ghit2ig1LLNq6RQNBchrETz1FP7g8l0YynoISzpc8kSSg4TU9ivl3prdTAPhZAWAMCs+PRm6fXJl2M4v0wzCKDBZMg7SWknem/pXvozqJ+9ILEoYOIKYv0BLg0IAvOGBhpJZeGo8z47mkbM5sjZHXVhgDjP3T4e56vug73XW5qgFFEIQ1AKKvMvhxORIRgVCTkAYBcnmjKwYP1bLdfJD+PXAhGA3ZwQbSUwHeQQquZAI1Eo1iCCAN1mTdZ70OIiAX1HRQWGYkAI1RKWMqk8REoasFYJRJBzczBKSWbg+xmsWxuvyPF+7WC4s8k6IsNZAwAmWv3YJPrjlRqz+jUtBF8vwU2vsiLl2Do3e30vfsAi/ctMbzd9OLE9FCJlnoX0RxYxmFtpYWNh6oIi/+ulSM56szfHKBSX813N2oH70OERNMovI6EkfSKPimefFGx2DFxK4g9JP9eb/9Ub8r7uvR9+sHLgyFlrNEFyg4AYoNSzUA5pwqgPyuea7d2GywTBWs7GvlMEsVgY/wcWbRk/G4vOf/zwAmYx36623olAo4Jvf/OZJ/fDpgqSRMx+xo1fV7XTfB/9hC/5kxcdRGY1uziP/8iQ++uq/wOHno4leO+EmdbVO7ahqoun1GLNg9QoGs61SVKPcSOit/a6PyYaFUMsYMVBGkbHlZzm7dYJ0LY6qz1ALKBjhYJS3nbj1wxsGIcJnZCx30Q0QTqpwyR5i65thUQFCAFqvAt5JNv5BtNApuj4u/snncP6sqjHkesWs5btO9bHisC0A1QoYl/vWJ+UCgI+Pgx88ENV+EgKWkoAaYSRD+SGBFxKQMFDGInoFXziegx5CnduwbKbuH4+YRZNBy9ohaqp2UtVjyDsyvFTDGAtKQHJZ2DGtXnRgUn997Rfw/1305/Dq7ZkF1VFUaig09M1v1Ut11O76LJ54x//BfR+/NzkOZSwOvXAMf7Ly4y2/K8plVD2KkNjoU4w37uC2GcAQIO9wHJ+kGK/L89SvoMsEqDLQdtbB4MJ+ZPpcGX6ayYBNytU7D0LYhCPUGrLvY2jJoBlHPKlRM4tsM7PI+PACaaAFCBoBQ82PIs5m5zw4TKD69PMQ9RoCsIQMVRmv4U9Wfhz33vEgACAcG0fFY8j0S98TsyjmnDMEyig4YaAiTITHFjMBJhoWagGFHfOTAEDp8CQOPL5b1dQi2DueBSMc4iRb6/ZkLG666Sbz7xUrVuDtb387CoXCSf3w6QIPOXjY6lA6WeiJuZ0M9fi/yUzc4y9FDt4tX3kUgRe2rb9UOqzkC103qNFsLOTkVi81QMIQWauV1TQqnonksBnHHLuC/SUXQTtjQSNjkXdaj2UzDj+kqKtJKGPxtpFC2rEd+qHpG5CxeLSC8afPLHTEEPPr4LWTa6bj/eTfUf7f74VFOZYP1cDAMS/fgKdWdL4xFnLS6ZYzoZF35TaUByBEoDapDJrvS+ltTDoeK2O1yFgYGUpq8H5IpbHgATwePT++Kk8BAA04sFzL3L9mGUoja3HDXCo+Q84Jk8xCyVCUWSC5nMlcbncsjZGnZBhodVzJio3kM2JKwKgFBIsbi8k6+OhRDPfXZTHA2DgCZUh1baVmiEoFdZ8hpJaRR72QIlCTOqMAq8h9j1cYJhsW/JDgaEWer2txc83j7IAQAjpnLuikZCChz+EwDp+obbxGQsJ1c03MgguTs6SlxH5XTtZxp2UtkMfI2iH61Ht1ZNsIUK8jgBwrIBdEVVWf7ZGvPyGvZamEqs+QHYoqZWhwarUYi343QKlumXe0mV3o6wAAz4zm8e/uGmBeZ7mtF/RkLFatWmXYxcsNemUQT5n86vu+jc+8859QOjKJ9y27Bc/++/TDyoxjs43LglnysmqZ5siLoxh58gCYw7DzoRfAuQCfmMBbqw9gVs5D6bBaieuVdMxYiGoFbzh6D+b1NVAr1UF42JYNNMqeYTtL+mugRGDXWM5o3nFQixoNNme3GguHCnhhJJ9kLI5l40/hqXf+X2z8o38z22kDEtYaplFN1uaRY7NJhqpO1PD/Xfz/sP2+ZJJb4rfjiWvHTs4pFz73LMTEBJYPVbFsQI6p6IZoVD38w2//o8mhMMzCD/Hnv/zX+NHnOzeFyrvR9XIZj3wWOhlMdWY7PjJmXlh9HfucAF5I4HMCykMwESSYBSClKABoEAdM+SykDJWcoDUSzMJnyFlBogeDdnBTRkFyObAejIWGp5zVzeGklEY+CxGGoEJVtiUC9VID8DzknTDBgBkFwqq8Vu0itxkRgOehFlCEzEaOyX0bIYWTdcGFlLno5DgAKf8IEPzzUwtw9/YFAOT9sChHyAkyfZnE8encuSDlyMHtMA5PGQvhB7BiTY4WzKX4w9ftxtx8Az/b+AS+dvO3zQIt70iH+kAmwETdTvyGZhZZO8RAXt6niT2H4U1UsG/XpMkqtxk31zYMOB767MM4/PQB+JygMLfYcm0EY6CCm/mEQKDgBJj0LARMnkOmi7EACMYz88DyrYZoOujJWGzZsgW33XYbXvva1+Kqq67CNddcg2uvvfakfvh0QXAh45Jj78Wj33gSz/74Rex6VBbiuv9TP+p6jOo//B28R5Phg0aGasMszIutbu6h56T0NHzJAlSOVVAdq4IfPoQirWFevoGJwyo7UxmLOLPgo6MoiArm5RuoTdZBhGYWzYlCDeNHOWegBg6CvROZGLOItieMwNXMoo2xsBmHz6mZ5LJWiKH6YSwmh7D17scSURkAQI8cMqwoY4XGsd0sQ+3eOgK/5uP+v/5xy2/q48WNBT9+csaCqw5tF86u4JxBuZIruAG8iocXHt6NiUOS0emV+J7H9+PY3jHc84kftj8gohIqgDIWKmJIS4jiiFxNH987BosJLL54Dha9ahkAGA3e5xQuk+tlr8lYPHGogO8+OwejGITlxIyFesySE7yUR2rqPlV9hgwLYNvRM2kRgVCoKK5sDjQWZhmXofiRw6jc+lEEquQIANMUq8VnoSOzOI/6c0BNUJ4PoQokLu6vI+QAF3LBEqioI0sZi7XDY/jfa3bhpjW7sXqhnMhrPgNnNrJMMwsCN+8g5ASMcBBVOkNPzLvHczhWk/fPiTGLTKHJWMyZA1KaACBLkjuMw6eKQQRBglm8bnkdQ9kACwoNHH7uKHY9OpKYjC+9fAhz8h6OVpPGohFScC5X+cWMfE4ao+OwSYjxMd8wC5sKU54j9EP825/dD0oBzgn65rRO6IJaoIgqJQxkAlAKHK/acGb1A0jmd8jf4Eb2Arr7WHtFTxncn/rUp076h84UOBcyy1hNcHHHs6aqU/Vj8H72M4wdqWLR5a82nxn/QMxWhAHHl3//6ziwU04Y+mU8pkoLzztvDnZv3Qev5sNVlNxhMslq018+hPOtg5gLmRH78D9vxdi+cVx1jcyJkHpwA3QWB6WScjeC6AGvlyMZatlgDeN0AAGXzkFKpK5rKpQwigyT42/HLGwm4IfE0OqMxZEJq7AoML/QQHm0gsKcPiNDsUNRsEPG4jK+HgD8AIJzELUS1V3ccoNZvPD576C+fSdW/cUfRdfPDxOVWbWkc6LQxmLV3DJsFdvenwlaXhxtLHQl1yWvWNjxmHHZzrW4eXY0K2wcOooff2Eflp6/AOcCWHD+bJzXdzGwWRpIL6SgRBgjrScQjZBTbD3Qj2ULMglmoRE3FhmLgxAkfBYZGoDHIn0YBUKfwNLMImbA9eQjPA8HPvBnKAbjCB7bar73O/gsdFSZ4FFdqLpPZbmPIDTXYmGhgVrAkHFUKRC1mrbUPV42WJPPdUBxxXL5bNQCCs4cYxy9kMIdcBEIApuHxicUN7JCSD+QZBYCAaeJkieANBYIpTwU1H24lsAYc4FALmq0sSBEYPYx2YJYvxs84ImIo9evzsB+RuDQZHOJAenDyNkhckzNM5MlYEgvErTvhRs/ZOCFmHPuLDAygoagyA9k0QLLBiPczDmzVW7NsZqNOarMQQuzYAKBF12jcAbK5/TELAqFQtv/vRyga7vol+zgzkhHtdUD0inRTe4fgkLg6R8nu4oFbZjF0V3HsP2+Z83LpUMxj4+Mw807GFgoKWatVIc/IaUn15FREY98/UnseWQ3APkC3nv7g/jB32/GsZdUkxbV/lF3I2vWKEM/ROhzuFaIBYUGSpk5cpw6kiQ24VBKzAo+18Zn4VDls9DMwubIcGkAhot1U2lXMyfnyAhIoYiqr+QttdoUgQ/EZJPs1h9hSX8NIhQ49PVNmH1kJ6pHx6Nr6oVJGap84uHZfHISolJGOGeBMUAvjWUT4asaOs9i/IDqU9AlhDYeauxaPKozpZjVkW17sO+Rw3jiX5+Q2xSycAo5U7upERKEYGYiamYWGsxmYBZtYRY8FMYBq58Bvcqu+AyUAJYX+XoYkQ5uyghINqcil6KyEQBQ/sevoBiMyx3URP+K+SUUDstmQS0ObsMshKk4WwuoScrTxsJhAjWfgkN9V9chtvJ3LSowWnVwz3NzzD2q+QzcilbsjYBKZiEowLlh3V5IkSlEk7UX0JixIImSJwBAZsn3YTDrmwZEAVP7BwGYCgo4b6gKR7W01Qadh1z6hpj0J+WPybngYIuxkH6LwaxvGo7lRdWMV8tQVhOzmHf+HFAiwAUSuVIGtsyV0hFks3Lyv6MVB6EyFq9YMzexS8alKMyNWMppMxZXXnklrrrqKlx11VW48sorcdFFF73sZCitwux/+hCWDlRx8ZyymRRGdx3Hv3/x52afWqmOTX/xkAwJVREclCRrB7WLhmqWpLSmf3xkHMV5BeRUpEOj4qE2KiemQoFBcAG/5oMoR2HlaEmWQRbAzu/LKCPJLKSTFmhlBIJzBI0AywZqoAQoF6QzK0T0gGpQi5pM3lZmISSziGnts3Ke6VWwqFjHCz/dje//5UPGYDqjB0AXL0Y9oMhYIYgnr1lY84yxEJzjwvrTuGz+JCpjVeSdEBYRmBg5ju9+/AF840P3oDJWbTIWUejl1m9tw9FnohIHU0F3pquddxlCDozXLeydyBrNOQ4nJ1/Q82dVsHyoYkJG2yFvxYwF49G2yljU9qtoN+WvoTkX1GbGye0FFIJZ5rrHpYI4mM1ArVafhRAC/QvkokNLD5oB6o5ypBI5kHUGN6EUJJsFEdw8C+XDVfzky48g2L4Nzx+TE6GejNcsGcf8Q7Ikt98Ikg2GdC0xIYBa1M2OUYD7QaJ3RT1gEFSyjlBnepPIWISc4KWxLHaPZ9S5UAgrcjB7IUWmz5XnwEOzEPFCimysrEkjpEaGCjkx91SDqhIaA9nAFD40xsKPmMUrF5QQWC54JmcWUtpYVB153d1j++GHBKM1B82o+9Rk1QNAv6N8LwFNRENpZiG4gJ2xJAPkJBHJZmDbyljIfWZnfVQ9ilrAzDlcsjZZLj+ToVhw4Rzz9/F9E6Yv+4miJxnq/vvvT/xdKpXwmc98Zsr9Nm7ciOHhYYyMjGD9+vUoFpPOm02bNpl/r1y5EsPDw70MZ1rgqt+C6UJ2sIQ1w+MYzAbwY467b31kEy5ddzH65xew+cuP4P47fwyv6uEt734lAFl+OZ6rYYxF7Lea3Rci5PCffAL84AH0z5uL7IB8uBuVBvxSGTZkdU35mQeqwjH9ySrszACKcwuY3H8cyMoXi4fc/EazRim4HNOrF03IhK5zzwVwEILKlyBhLBiFyyKHXRx6FevFmIV++Os+xeL+Or7xhZ/HtuewK+Og81+Fuv8iMjYH9eVDXT46iX5VQkNMlkAJkHcCHH3+GPKrQjAq8LN7nsGDn5Pd3AbmF5P1k2KJnz+/5SsoNSys+50r0Qu0BFUrzMFT+wZQ9piRawpOiPF6tE5y8/KFe+Oy4/BCintLsppsu7DonNXELNSqWzu4c6iZ6wgAVsYBpQT1kCIHDi+kyNkOXEvF13dhFgmfhb4mXGDlwjoWz5uD2m7pTNfMoqr+y6qx/AYaYxYZaRAyFkfZoyjtK+NfP3wvVvxKFRN1G6EgsBUrcBmHHcpzCRoheCjArKQvLsEs1LUVfpAoR14LKASR4xCe/JzoKCoq1NgJ7nthNq5fz3Gs6kDEmIUXUlz4y8vBHn0YRHCIegOhkFVls8WMqcbbCCSr1cyCWkkvOp0tJ86hXIBKowEwILDk+yiCyMG9qFBHuX8JirSOnC2PzUOBjB2iZGWBTBakXsPhigshWp+PWsCw2FXtckGMk98LZS5MyKUMFc8zCbwQjAgMLiyYcPo4iO3AogKeiryblfeMoRKOPAfqNXDJr1yE2ecMYccDz8GxD4C6DqBqVh15YRT33/nv+PV/eEvL8XvFCdUoLhaL2KkyBDthZGQEpVIJa9euxfr161v6dI+MSOfyunXrsG7dOnzta187kaFMCZ1jwTnHk/c8Db8RwKZCOoCqDTAicNFs+XJNjsrJSXcaO/TcUfhl1TKSiEQcvta9a5MN/Piun+LBT29JFKUDJLOof/4uXET3oDivADenahOVPdMlTU8aoR+CqImV+B6Kc/swsLCIUK2CsjmW6KXdHBHFOUd/9TCWD9WQf+ub0H/RUvk50cYi2p5SYpKSmo+j5QA/JAi5XA1pY/HssTwGMgH6nGjC1JmspH/AJAhRXYWUCeiCNuExyQr6HJnwJVf4wE83PmmOVS3VDLPwYCUygH/9oiP45WVj8BsB+Pg4gh3b0Q380EGAWahn+nH/i7Px8MggSg35IjZLUVrW0ZONribbLpEzx3wQtehxWSx/RzGJgUyAgcU5YyyIZYNQGjGLkAJOrEJo2IlZUFAlQ7GEDMXxOrYdv3F5FUsvkrkBhll48r+0Fl03i8ST8rLmPOMgvodGSBEIFpOQuOrhLhA0ZDe6vU/sx4Of2YJje6UvSRoLVRJEGarykQkQzo1/rO5TCMbAiDAGVfeQsEgUsXNwMoNjv3aDnFSdSN5phASv+vVVKMwfABGSWfhc5g9kmphFxomiv3REojlHxwEpFjGYDQDNfK1WB3fG5hBuFugrxFi3zOAOmQM6JK95q79CQhtuAKi7RXOtPXWf/ZAqGSoKYmlM1mHZBAsvmN22gjFxFLNQcvnsrI9jKlyY2haQyUDUavid/3Uh1r3nVXj/ff8TlAdgmSTzodYJTfcGPTGLa665JorzFgLlchkXX3xx1302bdpkmESxWGzbWe8zn/mMade6ZEn74nYnCxFKGerw86P48u//C2YtHcTyWQI2FfDKdVwwu4K3rzqEv/7pEjDVNktroUd3HYNfroEBoDRZZEw7kw89e8T03I1rhIBcgYlaDRZx0Dc7b6hxo+KZB9axIgNQP14G+gAS+Oifm0dhdh+CnTVgEMjlWcLv0JJrIQQurO9EJbAwuGYt7HH5W4KqgmpEoD/jgwBglMu495Aga4WyZDI0RZYPt6/01XrAMKRWR08f6cNl8yexuFjHM6PyXHUmKx3oRy2gKLgeiBetrgXnIAD8Q7LpTCHDAUS1drxKAwsvXoADOw/DrwWwlbGYFDlkJsuSEfo++twQRTfAkReOYtb2h+B9fxP67vhLUFXCWdRq4IcPgy1bJq/9wYMgQ0NohPL8mc1UXHyrsdD3JWOFaIQUfs1HGIQQovXlyjIfZNY8iFIJrsWlTywIAM5RCSzkrQCLlrkYHVP3yrKw9JJF2HeXNhZErvjUXNGJWVjKZ6GT8jQI53AQQIyPIWv1A56coAglqOqAh0ZdJnOF3MhQlBEgJ5lFvAESJQJMyPpVAZjyWQi4jINCLiaCRgAecnzrlu9jT6wzJOfCVJVtcHltn/jODrxpLTBadTA376EeMIASMOobg6r9bsnwzqihk7DlJBdyyLFbFMS2gSBURfmULy3mxG4EFPlMaI7ZrrIymT0Hg/sPYb/vAVmA2y7AmDIWFhiR1QMqbgboA/JqIeUyDkqAkDkgQ7OAAwcSHe3iqMWDTvKzkWso5qPus89JQoYCZLVmNkeAsPbTMXEc47NwrRB9bmiYBXMYiJsD37MbtZ//DPab3ozMO98N+D6okzQW8TIwJ4Ke9v7Sl77U8tlUDu7x8fGErNRceHB4eBjr16/HW9/6Vqxfvx633HJLL0OZNnQGt45aaVQ82HOEpILlhtHubSoSjjtA+hoapSoykC9VvGhcGEtUchjH4vMHcPhIU3njIAR8Dza14eZsE3Xj1TzjSIxr9BaLHs7inDzys3JG581lm4xFkwyVQwOzxXE8PLEQb1myFKyiIrJYJENddf4RMAIcV1m8Y3ULc/I+snaIqh8VcAOilVDdpyg4sqLmi6qy6bw+D8/Iud8UVOP9Q2gEDBmLw1cylE1lkxYA8EdHQSAdxFmLQy+gLCqwcOV8eHtG4NU8ZNXvT/IsZpcngcA3IbRFN8Cun+/GYHUUEAL+Y4/CveIqOd4H7kfjO99C31//HWgmg/DgQdDZs+H58njZoovJcTnWoYIAjkTXTiZhydVjxROyXELQPus/S33QwSHw3bvhWhy1UBiNfrTqIF8MMG8gxDiLjMXQ4gG4b7wI4VNPyGiobMYYi87MgqloKAqLwjA0V+UfiPFxuFTmZNQDhmy/i9qkkvyqVTCHgdfUooBrn4WWoaJnR698GwGFxyWzsKiACmBD0fUxrphFc4kOWfdInkhDRIlxAHBoUhqLmk8BxsCIb66TNhbakGl4OlhAMQsvpCqSjoDYNkQYQDQaCIR8pt28C0KJ7P4YEmSYLGGj80qaQefORb+7F1SVzxGWDTgOhPJZmIgn1wVytvFZ6IQ8ySz6EKK9cxuImIUHG7zQDyg3m6eYZcCJLKoYu5blY1XQuaJjMyqaccGo9I/NzqlnTRUvpIyC5PPgSqkRtZrsHSIEYFm4Y9eH8Jn/+k947icvtfeHTAM97X333Xdjw4YNpg/3yMgIPvOZz+B973vfSf04AHzxi1/EjTfeiNtvvx3vf//7e95v+/buMoRGtVJFGIR47hkZDufVPFhUyg27n99tVrKUCGzfth37SkXsfvGA2X/nIzvwOkgH9xOPRQ6iw4ei2eZN5xzDxbP34+/3nZv4bRpEGdVHRo/A2i0/3/3iHswLjiAHgPDoodHShc0EAlHGRE1gUH1GWQCLRLerWT7yVXe1CY/iiaeewPgeKal5asKzmECfHcK1OF48KB+s4zUbc/I+8jFjoa+HThbTMfyydIiUpeIGrj8TQADYNnIINaUbe40qQKQPZ9vWrQgHBpDf+SwWQjo3h3LxZC2BvH0U/+u1e/G9/f1wKEcQEozVgKWTk3jiZz+HO3oUiyFrKz31gydxwaK9yAAY/fnPcWhQlnOe8/xzGAgCbNu8GUGhgPOOHMb40BBefG4XAIA4xPhhBvKRUSeMYNeel1TJBNUsqBFg6yOPtdB2QgQyxMexeh0Fy0LGEth75Cie3PoozgVwZNLC0iIwtz/AS8pY7D2wH6WtWzGvUUcRcgKsxBzAmsE1Y2xiHC+89IJZedcmJ7F161ZYqjsaL5VAkEcjIIBFkZntYqLmgYNgdN8+QPfeVhPyiy++AL9OsBRAPhadqRdL9YCiEQDlseNwWCTvFN0QR0o+HnvscVRitZ4AYOzYGEZeKGMOgDqPEjgB4FDZxUVhBWN1G43QB6MCJRUKrfNvdAKdxnM7ZLLm0VIJC6GNBcG27U9heb0OVqsh4MJkvU+Ux5EZdFE7VkcjpMgqf1IIiieeerwl4GRWEGDA9iHUu3KsVEYAoDx6FHt2bjfRZccqFdQtBwssaWz158fLNRzgOcyybFNpthnad1ODhWNegNnqc80g/ZDCphzHDkc5ROXjFVAIjE2W8MzWrc2HRK48iflUwKv7mDVHhc2qHI/jx46jXBDIqW3HjxzBs4/8HMsBHDl+HKOPPYaqL89XtGl7Ox30JGLdc889xlAAkhW0k5XiGBgY6FrGfOPGjVi3bh1WrlyJBx54AA8/3FoGoxtWrVqF1atXT/k/13EBEJy77By1p3QYMgrMLsoex4CUmS684CKsXr0a5ygpAwCK6jZQInDRBVHTp2K+3/x7KBsgb/kgTQ4vqiYFmwosO28pXnH5ZQCAubPnoT8rX8isE92CuBP6vPPm4/yVy81ng0P5rswirygmczK4/NWX45JXXCKPmVG1ZoiAa3H0OSEWzpLy4JhKZso53PRP1tdDR25oJ7fW+0NiJY2FG8C3sjh/5aWoqzo1uVj554vPPQ+rV6/G7JjD8b/cdEl0zkTgFauXAQBmsQAOk6tEDzkQzrFqyRIsHxiQ15MCk88eg6ua5BQnxvGqV71KHl9JLKsuvACXLR4GEQJzLrgAcwdlSOHgPHmMcuhgVowU266Fi1ZcZCY5i8rIuQuXX4RLVq5KXOOcHYIQYM6yZWB9fcjYHIODg7j0Yvlc6NXe3FnA2/9sPQBg6bnLsXr1asxSlU+9kKKg+hXIv5X81yQRzFswFytWXmyMRd51sHr1avS5yhcCYK7dQM1nWP/eN+C//e11+OMf/gFIPo9ZuRzcrAtAqCgb4MKLLsTKyy8HAPzaey7F4ktU1rNiGdJnYSHHLLixIIOiG4D7HKsuXgVGkmPM5/JYPEc6jkPlLNbXsexZuPPhpXjqcAFuPgdGBQrKZ2LFWGVchpo7KCN65g4vMWMiBLjssstQHBpC1nFQdF2ERD63CxbPxx99//eR68/AC6h5dn/5upW4/PLLW+aChasuASXAkC0n3KGFi2DnchjoK+Dy16w2jGvO8DDmLV8OQL5n+l3rmzUH577revR96MOA1SbEFZEMFTp9mHXucvN5XIaymIBDImYiQgFKBAZnzW47h82eP18ycS4wO+cj5MCYyh4fGBhA/5IlQD4PUiigP5/HZStWymdo0SK5/1xpsvLFNjkc08C0qs5O9Vkca9euRUk1vymVSlizZk3X7devX9/LUKYNHsqkPO2QDv3QPFRBpWYcugQiUdVRo3xUngMlyXjzeAmEvMthEw7e1DyHqhWUzQQsh8LJysnEr8suaQBgkZgMFTMGhTyQH8yZlX6+YCEe4NFsLJgquSAYAyEEltZslQ5qUWksbCaQ8eUK8bgyFkNZH+9buwuXzJuMHMzq4a4rWj1Rt8AsCk6tROJcfyaAZ+dkxreuJSUaJr2CV6SmLWILhz5/PBo3FcgXlP4aeLIUAqcoK6Zz759/H/d95FvRefuTIJWyLMl95AhCFfWks8Z5vY7PvEOWpiFuBo2KB2Yz45eoBE7CZ2E5FphtmYlCh3XWSjWjoZtxK1mC5PtAslm4lpDPlw6bDRg4CKjvY2i+6r6m9HctAXkhAUk4uFUJiKb4emZTk5QHAAjlmLOxEuMFfwK1gCE7kMOCC+dhcNEAWLEAUatKn4fe1eRZyMkiawvjl3NjMlS5HOLgs0cS7V+Lyifl172WGlGhzyHqNfiCmudMHy/gBBXfghBSQmJEmNDwuAwVNxa6ZzXNKBkqUAUQKQEsS8pQ9ZphY3bGRmF2H5ycYyZjAG1LZgAAVbWRzumTz6JwXClvBT6YYyGr2DrN50D65Ioib4fGAHLbBbEsWEuWwsl1YhZyHKGbBRuMFpRabtQ+C5P5r8dGOstQsG1zvYZyPsbrNrjQhSUF3Hf8DrK//wcg/f2ykoAuSKoMmuka6LY3cL2iJ2OxYcMGXHvttbjrrrtw11134dprr8V1113XdR8dCrtlyxZs3LgRt956KwDgiiuuMMfctGkTNm3aZFjGqYAQ0sFtKqT6ockgDat149ClJCpfEbeDtWNSzpHlCmINU2LObp28oydsDaZecJtyOBnLTFhBPQBRun68Y5cdMxbnrhxCbjBrPnNsglwhekCbk/J0/gUnkUMXADjT8pJARhmCbH0cQMQsLptfQs6RlTLj0VCA1MMBKUO5fS44s801A6TPosGyCIKIhRAiE8QAIFQOUFKewFhNFeyLlWD/rfe9GhlX5YKEDTiMIxAUk3W5/8jPXjQTFgCs+1XJFLYdkkw3fFJKg7olZ1Cuoz6mqvhaFhpVD3bGMqGRFe6iPxPidRsky2MOg2Uzcz2ZOv/GZKOlZaqOAiN9eSCbhWvJHuT65Qw4AWe2lB+1Pu/Ia6wn6pZoKDVZxov/AcmkPACgPATnApmYsWAIZdXRXLRKJX0FiGoNzIl8XNLBTYFMBiAEol43mr6eCOsBhRdKiTHeTU8b1nrFw5UL9uBtF0Tyq/ZZBFw5oBH5Q+K+GGJbciw69wQcTs6CRZE0FqrcO81F14owIuWkmINbL2S0Bk9YVKxRftF+UmTnX4CDjQLm5tREnc1IYx4EoJQg56iFY6EPRCkpOScq3BnakTwX70p58ZvPw5wVMtBCM4vBc+eDDQ6o8yAmgCRQMlSj4iWKHVIIEKuzgxuQC76MFZp8GkBGQdJCAfaKlYCbgfD8KOrMjroFAmgbljsd9LT3hg0bcMkll+Cee+4BAHzsYx/rqQ+3NgA64gkAHnjgAfPvG264YVqDbYYIAlRv/zicX78Gdofx8JAj3voTIor4CWt15NTkIPMokpmtAFAfrwADUgKJ52XE6+XkVFavbBQUXVJdutlmAm7GMhOC3wjMBBM3FlbsJc0wjnx/FILJiEC+XznIid2STKePI5hahTQxi4wVGqelW5dsSRuLpQN1tQ2PoqE0s4jJUG7egbAd2EyXXhfodwMcQAZ/s+7TOG8oemHLnoWCGyKYlBM3rUziUNnFYDYAPxJl0S9bNRdhzUMIwOI+HCYQCGY04QWFBgYyAUYrNmbnfSzKVxFCVtJ89Tk1hC/JIpA6zNYrV80145ShUZHtZnVoZIU7ILWjWHHlQvx045OwbAZq06QMBaBW9lpCZ/WigBT7QbI5Ew21/d4dOAfKWFgOSBDICCnAGAZtLBqBcnBDS1CqEmmTDMVsBhpjFlQEqlS2Oq4sJoSaT5HLxiqsFgrg+0ZkhzhtLFTnOEIIkM1C1OtgloqMUs9cI6SytAYTCXagjYVX9TA3W8PQkIfvvzAbAadywVQPZCiro41FtK8GdRyZlKeYNwVHccA1Y9OoaWahro+UodS4LUuyqzCAz9WKWV0zQpLGouOkyxh+3FiFt+HncBgHtR3l4JbnmMsoKba/H6RQhIBiFtrB7UQyTryMeaaQwYL5s3H06eOGWeQWzYGnwmy92Nh8TlBQDu5Mn6t6mQhZZp12ZxYWFbIAYrzUSWyuIhkXYqJkanPB0ozCSlyvE0VPzOKuu+7CkiVLcPPNN+Pmm29GoVDAJz/5yZP64ZmAqFYRPvecWV223UZdTE2hidJxAVmDKc4s9MMcvwFeSU6MssRyqwzFaLQSa2kyFGMWmbwNyiiYw+DX/ai7WNxYUGFkH1GrIj+Ui2QywdGnQgV9K2soszopcxyhZSc1OeqkvHjyXUaF81V9Bk9Eq5Qly/twyVukb8dr47PIDWRBHNdIVX0qV2K8qpx6sbDBsor5b5SqMtrEq+Fw2YEgBIg3YfF9GT8PwBY+bMYREgvlGgFmz8HiYh39boCDZRcBKEIV9TFWs+EXhiDGx+VxFLPwJ2sm1HTyeB0Th0pSzlMyz0F/AABQ2C/rQDFHRh01y1CNyXpLfwsjU/QPSBmKyVyMh/5W1n3yQwLYToJZNBsLLySwchm1ffT6OS0yVJJZEJUvlGMBPFggyo9T91lilUvyeaBWg2Uxcy7x6CCSzUI06iZpLZKhGLyQyg516v4erzsmNLpR9sAIh8MEzlVFGUM/BK/V4HEKYiWjoeLGglhSQiXqfaBCQC16TQkM+Rsqw7svr66VZBYgkGwhkEzGa5LuKKNNzKJNWVsF387hK08txPeemwOaychVuzLseeUPsoeKIEUpQ+VsySxCDgg7YnC/9sErcdmvygUqtalxph+v2diz4NWwXvEqOEP94AIJicwPiQmDzaimW1ouBGs/bs3abCpDe+PnGi9NQxxXLkJVbpZmWHouaF6QTBenzMF9WqBLScSiS5pxft9xXL5wwvgbrJjeLjzf/K0ztL/78Qewa+uI2SZKygP8RvQ7WoaKV21tbndqjAUTyGTlDXOyNvx6YHwWTEQGyKbCyDdoeMgP5qIY+zA02n7g5JCxIqe0ZTMjQ+kHpJlZxMepmUUjpGhAvgBCAPMXZDAwS05qEbOQxzHGIpsxBkxPJDK4ODIsQGQsvFLN+CtKDRsik0MCvg+ifDsu8eEwjpBaqIzXsOuIjcX9dRQzPibqFmpwgVoNQo3Hs7IQlQo45+AJYyHHd2BvGcf3jqN/XsGsqo7wAZBZs5DbK8uoWI4lwyataNFAiEC94rXU0zH5CfkcSCYLh4XgYYj+2fKaBZyAZDKSWahnkqowUOuSS7Fl/ywcrrhg+chwaNjNMpRFwSwWMxahau8Zwie2yUiuBRROTF4gfX1KhooKEIYi6klNBgYgSiWTtJYInQ1lgIL+7GjZVsxC1iXTTOXC2fJah0EIUVeTt1rFaqkzHuVFVG0jYyyIMPlFSZ+FNhbKvxPIaChCCIhtSbbWaERBAeq8KSPJfJUOzAKQ78XhsounDhdhZV0pEwY+BJcdCiXzy8rrKKQMlbE4agEzkzYAXPym83HJr1xs7lVUyoHgyPArYZ1/Ppy+DGo+S4wt4FKGIhB409y9mJ3zQPUisyOz0DKUXJh2ys2B60oZSoUzGxlKMwvnNBiLE3FwnxZoh3KX9p0rB45h9aIJM9HH/QLC86JoKCINwIP/sAVPfeNRXLl8VCYskcgBrqtwAlEGdzdjoftX20zAbTYWqhUlFRwkVitH65GiUYeTtTFnsQrdCQNc+EvL5D/dZLw8cyxYqtIot5OrCaFenDizYKGPABRcEHjUgRcS7C9nAK8RlRxRL+SLx7N47EARh8su8kM50IwLRxkw3by+HKokKitaeVVizIKPy5DJyQYDCsr5qMYlwsDcP5fIaChBLfCA4+nnffQ5ISwqex1XqTRKPJuXYyeu9FWUyyDqeSwdmjCT5OGRMsYPTqA4r88YT8oY7F9+E5yj+zGYkfH1lsMSTI0Rea+bZagM4wjAQFwXJJuBQzlEEKJ/lhxXwAlILieNXzOz6OvDg3vmQAgCqy9pkIFWiYDZTLVVVTIUZFn6nBXAgwM6VzprB5bOSnR5I/k+IAyQsaJnN+QETE1EbN58iONjkSTJZKhyqCq3ApFv5mhFJoNlLY56qW6u6wWzKyAQ0sHdqEu/i9Xk4I7nj1iy9hGJ+fRM5YJYBKFu8qWvjxcqQ0GVz6LRAISImIUysITSxOq9kwwFIFGKnDkMsJUMFYbIOqrcu+OAMtn5Tju46z5tYSz6WJTRtjXi3JyNiscSi4KAE9hMoOgGuDhzEMuHqtEc04lZOEkZSj83886fg1+6/jXRdq5iFrrFgTIyTPU3oXZP031HnLCD+x3veMdJ/fCMQEVVdDMWjMhs7bAexXYbBEEiz0K3kTxnsIa1S8axaNA3LwiFQFCLGwtFXZ24sWiSoXg0Lh0h6+QcBA3f9F+W30UyVjVUqxeVtDd7kTIWQYglK+RqkmclTde5FpbTyixMjkAbYwEAgfKt7HeW4Cd7BlH2baBeBw08BDGHXKlh49+enYtQEOQGs6C5rGEWA4pZTIby5f6l33+TOX7Zk8ff8aNdOPr4iwCASuiA9ssIEVJUkSIxycZlss+ANnAjpcihONGwUFPGAn3S4NSFDVGpRFIUgPJo2dyz3TvHwEOB/nkFEx1GLQrnDb8EQQhesaAkfQOMJRLVLCpMFnccGSuED0tKLkqGQhiiMCiNZMApWC4LGgQQujVuzJmtW9NaeuUcW1W3RkNpGUq96EL2M8haITzigMyVjv5X/aeVGFo8YPaLHLM84eDWkTZ03jyI0gQs1YvbtTjqIQWzIylH9+wYVbH8RTdAvSKT9coeQ58TYlGxLpNUGw34ATG+Mm0sVrzlPDMmqqKhKI8bi1Bds+gajO6WGWx2PosRZwleOJ6TkzCBeo6TCaOZPnndaY8Obn1do3/rzHCZgZ+xOBohA3FsEEpk50EVOlsLaMtkro0Fs1iiLpw2HJZr4YnDBew4EqkyWobSixNGhFEIOjELzWgspmQodf5X/98348JfisJziWEWUobSjnG96KGdmEuP6NlYfOxjH8PY2BjGxsbwsY99DL/1W791Uj88I9DRS12MhUU4bMYRtGEWCIIEs/BU7RVt6fv6LPPCUZJM0TfMwunCLGIvh24642RthHUPRAgj1ejJ16YcdVU2wTRAUpOOCKNJlWfkw6fDZ5nNDLMwoZpElTxokqG8QEVlqKipfYXz8e97huBxC2jUQUK/YyXU/GAO2VlF0zipPxOgHlAjVRHbMpObPrfR3WP48V/Jcig1OIAyEqRfMYxY/4OspUqUq3M4UnHMxDBRt1BTyWJURZnUhQOEAfjRKEKnNh45uA/sknJbcX5BriIhJxY6NAScez5Wzi3DcmRYabxekk7Maw6ddS0ujaxlGR8EDX24jrqmXPa5JkEga39RlljlXnfHb2BwUT/cAWnsuzOLpAzFIGWonB3Cpw6YMhY6JFeD5OWxl6/oTzi49eKBzpH79YmyOadGQOFkbbNi73NlR79xFctfzARoVDxYRGCXyuKf3ydlOuH5qHuAndX1tZRvUJ83AaCioeJycaZJhsoUXAghsGjVfNiuhaeHXofd4zl5vygxPhEAxjDo9qeEkgSz0M72dkgaC6airHxlLEI0uAWqjEVVtamVrWtZq7FwdeQhTVQR1cyCEIKto3PxyP4B852vmIUOUGFUTO2zUJO+wzgsFjGrlpImymdhOm66ivFrY3E6akMBsvd2PAJq586dU9aHOtXQK7VmZvH8ll1YvGoBssWMrIoaC3uN+ywQ+LDdyBh4VbUN1caCwSpHxkTHgQNAqJlFTIaym5iFFfNH6BhzN+8ANan5VjyGwWxgjIxFBUKiqLEyFubGB2FkLHKaWSjHsGvBIrJRPYvpksymMqLGJ8aojdYcLCw0EKjEJv3ANzgDGpOgvtdRE80PZmHlc9D1yfqcAJMNBn2WhFJ4woIFzzALiwoU3ECWCZ/goP394ABoUf5XylDyvLIWl2tHR5bfEIKgmp8Dp35EGguqkrqGBgEcMbWQwoNRxn29FPks9EQ0uKAfEwdlCLR+YdgrL8esF5/DUKMim0HFjIWl/FfNzMK1OALiAIyB6GTH0ANRDDLgBDSbAfV9ySwsllgtvurXV+Gyqy8GGRtFGUmfRbvQWWrHQmeFHE/ODnGc2GDnLgcp9oPOS/Yx0PkBl79hHuqVEDi8Tz4XMWYBAH1hxZxTI6Bwcg48P2IWXkCNwc/bIbyql5BJLcZlscV6HV5AkJtTACYjH4iuHEuZdH4zIkBFdI111WN9fv/zq+/E0PAACAgyRTeSdYj6Pzt6rnVQog5Fb3ZwE7t9DgSARPtUy2YgjmNqe2VoiHJogVkWKCWoeAznDtXgUI6f7e9HoWllbmQoi4LEHfpxu5W14VVbM/YLrg6QETGfRXtjQdWkr5UE/X42MwXiuoAQUQFO5S/Tz3G7KsrTwbRMzc6dO/HJT34Sr3nNa3DjjTee1A/PCNTKPc4sDj5zGP/w2/+Ir//xdwEoZkGFkY3sRFG20PxNYsxCTzbFATuSoZoqRWpmkevGLGIarY5+yhQzEKoHgJ5QpXwlYDEhq8RmMpHuqI1FGDlNeZ9cneskMcthYCKEHyaNxeylQxiYX0TAiTEsukxASJJRUw1hyXhzv96xXlHfUF4+kGEoS1+oFVdgaC6Bp9Yf5UbEmvqcUJ0rAVVRPLpyK2LOYEKkUdYvBwCU556LY1UbjZChrrKE2eAA7IyFssoqb+zeb7b3yo2EsXDzDmafO5TQlwHAWb0aADDMjoJQkuiExqisMNzis7A4AmpLY6GzkbkvmQQAp5iVztEgkEbeskyXQHNsm5mXOMEslLHIFFwwh2FgfjHBLCg4eK0ue41QB3TOHPR98i9hXfqKxPG1DCWq1SifSEhGBcD4OvqIjEjLMClDObmIxfW5gSyoqP62qIBfbYBSwBPKWUqFYhYeAk6QV4lwJghASSdUJdQxIpp8FioclUeSTa4/i2x/BoTEmJBJyouM6flrlgGA6WdBKU0YXjjdjEUzs3BMR0eXBmgIZpzqVV8GPhyv2Xho16yW2VIbnmYZKt64wMkmx6J9ObpaM4v7RadIyjPqgDpGC7NwVbDKpDQWVP1tZCh2csZiSmaxc+dOfO9738Pdd9+NUqmEJUuW4Itf/GJPeRanHGErs3jkX54EAJSPyZWTReUkHNSThgAAaBgYNkCJME3UNX1fekE/dqsmOpQIE60BAK5oIKCyPWZDWMo522QsYmGx2qE9uKgf448/AwxHTmBHVbWkRIa6kkwm0rzbMAtRHIQfEtMxizkMDCH8mNwAAP/nnvegNlHHxB/cDaoyxY2xoNoRLh8BPQlY9XLHekUDC4vAMfkAOpTDtTiqPkOoVoyEEfjEBhdRUp7UZ8Oo18JAPwJAZpsCMkihKZpNZvDK8z+2bDW+9SXZUGjSLgCEgM6fj0zhAMoN+fB7Bw5Bu9b9asP4pf7o394Jzylg1vCQebF0FJA9bzZeLLlYVDjWwiyY6h3STobyiSWdrspYMOGbktu//7lrwXbvAA2llk8sq60OrR2WcaOsfRZzl8/G//zqO5WMSGMyFIdQFREC1Tu6nSM3biziDm49EZG+PiCXQy6sAnDgWhyVmg0378A7qmQoJ8ThciQp2owjqKqaVMRCyOUzG/ohSODDDzMozh8AII0PF8Sco2QWDLSJWegS+eb8mpyvetUs80OS5/rK9Rfg0j9+p8l1kJFeBL6ONOpiLBIylKNkqDCACAM4JIAnLJntzijGaja8gODu7fNlGG9Trak4s0jIULEVvJOzQRkxIa5a4i3GmYXevAOzIK4DAbR0V2ypXaaMAyqqD4xhFtpYnCKfxSc/+UlcddVVhkF88YtfxDPPPIOLL7747DAUQNSyM2Ystt8ni5HpKrO6nIZOVIlLRXFmQYkwDeq1QZkzP2smHkqQqBT53y7bg7eccxx5J0RVyBVOs4PbQjQuXfpj1vCACZs1Pgsr6l4mqNLD1Xj1qjvus6Cug2NVG7NUQT7LtcAQIghpglkQQpAbyJqIEy8gpsZTwJIylKeqhrJ6OblKi6E4ryBjudV1zCgJI941MKCOLHdtuoLJLmO1gMHJ2mALZP0fHfopYsxCg2WjqCq54pbHqjp96Lv9L2Bf/mpkixmUqkobHj9utg9qDdhMGt2BxUOYf/4cMIu2MAtCCHbXBzFISsDRw8hY3Bg0iwhwv1WGylgcXBlZaGYhfCND5eYUJSuEyijvYCxMVdWYUdY+C2ZJ/4GdkUYpwSxUMyifdp4Mtc9C1Gqmu2EoiKmoDEi/RU61ydUylOVa0SREZB8J/dsWFaZjpGBMFcOT1Zwpl4uUWcvl/XQsgRDS3wKo1bIuO4HQvLI6qMP8RtMq2ayC49FQGm4W2WLG3Ev9X81qSawfRjPiRok5zBg1VCqwCAe3XFmhlxI8PDKAv3x4GY5WlSO96V7mBqUDPtefSUhPcZtSnFfAnOWqNtNQzrDJQkbPNZGPFJ2qzjpahkoai2YDq40FL6sKBoqhD18ie8oPLR7EyaAjs9i0aROGh4dx3XXX4aqrrooG1NwO7kyijQylG4SUDk/K0h6aSeiGPHFmIcIYs0ALsyA8wJq3XwY8/GPJLJSxoESgPxPg/FkV+CFFg2QQgrUwCxuxvxWzGFo8aLbTMlTWiaK0BGMgWReiVjO9HAAAYWiqdVLXxdGqg4VF+QLbrgXmc/icmJ4ccej6//WQmt/Uk57lypfUV48Cq1fhh8mCYwsumov//Oe/iv55RfARxSwYNxNNoCZVSikaLItyhSUmmqwdYkLk8fsb3wXrvIXIfehPpbH44ucT0VAaZoWEZLIaZQRUFeHLDWRQKgeAC9gqbwQARBDC6SNyJRp7g1ksGkrjtR99F8jffgLh1p8ja4Uyl8TmsG2CsA2zyDCO4yxZvsMSISjnckJ2HAgtBZTLnY0Fk32m42UbTIJZ0wSgZRpGOHhpEhSARztPhsRWZbdrNTBVrE6AIi6N0HnzkBvZBqAfLuNohBSCi4ST2AtkaDWHrGUU1hqAI1f42klrGjw5DvJzojpInFCT9McslSMBwGGyX0iW8hZm0SzB6LwQKhNfEjkOJJvsr60Niy5d3quD27KYMUI6om7FW86D5TDZ2gDEBG8ArZp//7wC/vd3b0Df7D4c+FzkN4vPkb/zqWswdmAclm3BzdnY/Y/fA56/z8hQ0q3V3WdBtM/CaTIWzcmH+tmrVABmGTZ2+bWXYu55szGwuIAX9jzf8dpMhY7G4v7778fIyAg2btyIO+64A8PDw4myHWcDhJKhdj9xAO6Wl3D+2nMhFN2bPFpGtRQVCtTlNeI+C5vwhAzVMGxEvQRhADtjw4cyJspYaAs/J++jERAcwiBCwkwYbnT8EB6ncCgHCQN4D9yPxQ/cB0c93JpZZJxYlBaVergYH5dObiHkUiUIo0SvjI1jVRsr5pbBiIDlWLCZNBa0TdMXzSwaATW+hJDZAEIjQ/nK4U0gWqKh7IyFZa9aLLdzY8yCcdRjzIIyimdzq/DcZpn7IZgFi8k4/THhYPhSucKxdDVOQqQR9H00OIOrJhBdSA5IZp3GV2+5gSwOPXcU9SJFxpZx8BlbMjTHBmCxhL8gyrOIPht81cWYzGYhRvbAtQTKk7K/h2PLXiQ8xiwYkXKmlu+0g9tCAMo5AlAQi8aYRVkavXYyFCEoXXMDfvYH95rPnGykf8cRyVDCtJmN57O0A8n3AbUqqLqnIWhitUvnzUOG/wxUVSJuBBSZgptglNpwcMjObrzhSWNhW6rbW/TuWFkHmWIGNfWohmDGKBNKTUSeQzkqvsxp0cZCR2o1r9q1Q176D5BMtMsmFzN6EtcLnp59Fg4zznCuEkcHl0qGRIgK2Y2JBe0cxItWzI+2b7Nd31AOfUNRxFpp+Vzg+UiGspiYklmQJmbRUBGNrd0A1XNRrciAAGV8CCFY+opFaDQaOBl0FbGGh4dx880347777sNHPvIRjI2NYceOHbj22mvx9a9//aR+eEYQ67j1qPJVCCFkddRQYPT5WIcbzzfbamRiiViUAL4yFoZZhKGJ1GFEoFFLGgtAJhc1iIOQWq0yFOGmTwR8H+HevWDHDptVhTYWri2iKC3LBslkpc9CFeFDJiPP1fMBxmC5Nkarjiy3nPVguRZsKuCHtIOxkLe5EVBMamahJhy9otUyFNCme1v8RVAPbtaSBRnrYcxYUAp71iCO1xwTlmgrZqGNUfICWYZZVHnMQKhyGJSRxMsdfwnnnDsLx0fGjW+k4jNwIe+vbZGWVX07Y0EoBTt3OfhLMg8kkgWhoqFi0Tu6mFwTs3AQgIpQ5TKw3mQoAEvWvw7XfvI/Y8UVF8jjq2KAzU7L//nVdyGE7JanZajA7l5qWmdxaxmKI6mp07nzZInzfENKTgHFopXzce0nrjHb6HpGnDJYjIPXdVawbZiFCQ5xbDhZB6FiLxzUMFzKoiKDdqxUhaNCvQMlkTVPxMbHQtVEHHNw06ZwYX1PfVgy+KBDCCqQjIayHcswC504ihhraRlTN1WF9radDgHWeRYWjWwE6RQNlekkQ3ViFlWQNsEVJ4uej6YNx/3334+/+qu/wp49e2Z0ICcElcFtUYHnt+zGV9/3LfCQo3+BjMw49lLMWARJn0UoSKI1KSUCfj3psyCxCCQaqw3VXB7cg4OQ2K0yFAmNE1v4PkRVaomLBuUxK2riztgxI2ZbQDYD0WhA1GTECtETUL0GMAvUZsZRPTvvw84oY8FJ28QbYyyUDFW/8hocG1gGAKZUhE+jlzFo8lnE9W79QBZcvcqhJjKMMoKiai0rQg5YFnK2rB/lkzarPcuCCEMI30MdjunbbBfkZCAT09obi0UrZT8GbSzqAUUoiGEWxLITcevNPgvz+fkXmBV7JWYswjAZDWXKVDN1HpkMuJD3mPAQoZCOXOKqyaZebxsNFcfq37gERdXvXYfONq8Wz1uzDILKchlichKcA4GVaTlWHKSvD6JWjSoRg7QwCwBYWJAGoB5QUEqw+trLDJMxzILI3+YqQIQ6FvyQwGY8YsNqAuRC78OMnEYZMWUn4se1YzIUZRTN86t+5vQ9jx9DG+TmbXUOTIKCNiE+wVKLmsWPLklDYuVomid91iWaKLFtt1m1KazXYoiS8joxC2aBi94d3KJalffkTBmLOLThOOPQGbGUY+LQJJ66Zyd4yE1IXWOsbDbVdWn0pFwPrUTYa9xnERmLqG+w7GehwmXVqkD3g/AVs2iWoRzKUfbUJfZ9U0Z7fp/8nYrPpJZrRas0WCqGv9GAUAXBtOSBeh1gsgyE7sH76jUDyA1kZcRX2LpCA6QMAcRqN732DcBcOdlqx2oQm8y9JhkqUcrAGAtVujpgkYObURTU5OfXAxDHMdsFtJVZEEtlz3o+OGGmiKIzII9BLZZ4IZLGQtJ/PcHXfIZQMMksGNSqPtperyibXzC2PMqAjYwFacmz0KGe3IpKTPiw4RDFLCAzfElsIutWdkJDj8fK2gBpnzglqDwvUZ5E1WfJibMNpLGogapQ1WZmwRYPg4PgvFlyMdIIqVnJR3WrImZhUwGuovKY6yhpVUQSrxXJXYD2WUTMIi4haWZhk6QM1fzcRjKW+lwfw3YS/gsgYiE+saRW32WSjBsLQoiRrHSkGSlE2dYt71KX4yYyuLsxkCZ/ikzK08aiPbPQBSWzTXkWzUEBxtcXBkqGOguMxVkDHslQ8k8BwYWJEjClehEZCz0pe8JCLhYuSWLRUKwDs9BlybWF33lUPlgedcCZ3SJD2ZSj0ogxC2UsZrnSCPghARwXrhVV4SSWLcMbwzBqGGSYRR3EYrAcqRs3rCzOP9eV0TOUw+e0bXhcJEMpp6PDohBStaIVzDIvpN8kQyVePm0sVP2gRhgxC2ZRwywAKGOhJgWrDbOQS3jA98AJM1VrdSE5mcXc3ljMPXcWLNdCVRuLgIITakKliW03ObjVZNh0fdi555p/a+e/kaH8Nswidh4+seHSAEyEckKmBIj5W7RW3w2aOdmq+m2L0xIyQo5RAVKtSGPRRWYBYjIU18YiySxINouSNYjzhpSxCKLrrHtJ6JISgslmV0LJuMy1JbOwhAnKIMoQC0QGRsuhhBLQeEKdZhaIM4vWRY4JnTXMQhlpx2k5f80sdonFcN74xu4+CzvJVPVxtbGgKqkxflzzd7c8hXi0WbdJuilSSzIL9Qdr75gnVEam6e38UPpTWvIyYoEhzcx6JnByZQjPMISSoTQdFlxAIFo9mOxnyJwKQDqUAkERCIqcHfuewBQKNEkyQWCWDIwCgZ80Fo8e6MdgxsPE8CBCOmrCAdXojEMPgGQWSoZiVEQNUWwHjiWQy8lbMe+8WSZhTZexIDFjAcYwuGgQK6+8EGLIBx8dBemTGrLfkVloaUGdC4tFqzhMPXgyd0BMTrYk5SXCAptkKB9WzMFNEsYCMWYRtgv3tG0TOiuojapPMQtAYeEsvPLXV+HiN5+XlKFiLytlFG+84XWofO/b6twYWNZFX9FCX7/T2WfRTN1zedD588EPHYqVX5Gx6WEQYvlQBZTEFiSxl90jDlwagILJVTWhkQwFoFv102hcapXoWljz26sx77zZLdsIxmDRUBkLOiVjIcUiUKuB9quwa9KaI3DMmYuBQIYc1wMaVaXNZCAQ91lYsK2ohATLuvBDCodFOUqmBpF6UASJFiOU0YTR1MxCh5UHnMClFARNz5wej2EWaiJ1nJZJUG8zSmch8/buTdnOefUwFl48D7PPGYrKfQDge5WsXoiMRYvPoksGdLvaUG23s9swCyPndYiGolEYs88pBLR01zS+mLE4FcziZW0smpmF4BwgJHJi+TFmwWVjIpvKOPAALOF7oCSqKmv8B2EQD4aAUBp2zg7RCAgmGja+vmMBXr1iCNxLMguZxi9fjpAw2DFmAUQrLOK6cCxh2OlFv3yeMQ786KjcRksbjTrALFgZG//tsxtQ+8c6/M2bQXIyXyTgBHZbY6GytAOZnUotalbYzGKyzwajIPk8xORki4M7vlIiTcwiJJbp/xGXoQA5idhmkm3V2YluaOP7EDRr2rLSfA7/5VPS2TryVCwksencrr75LfjuQz8EMIZGyOAWM7j43FmSgVGaYERWGwe3BjvvAvBDh2IylCz3wQOOX1o6hozF8dORAQCAiDmXferApZPgQkkwjCXCOnuRofSkajkMv/mR9t0iBbNg0QDe6FhPzIIODAIQcD0pw0oZKrnNqDUHyyF7ejTCWDRSJmo8BEhWEw+TtXNuzMGtIgm1sYgzC5MDkQx7NeXFEajJjLRUbZX7NclQts6haDUWLdt2wYKL5uH/3PMeCC5AGQXHAtB582VDqAsvSsqILWynixHotZRGE7OIFxIknYxFLN/GVypBu6CARC7KKXBw92Qs7rjjDtx9990YUKUahBAghOC+++6b0cFMGwljIaBsRSRDxZkFDwFIZ10oKDhhCX+SDI1tMhZBgHiqhM7ryNoyc1lbEkIJQmojG/NZaMPhhQSCMhkGq5uSqM8JJYDrwmG16D47jmEW4pg2FnKCEo2GXKWph4TOmQs06rD8momGcttQZR6LhtIrkoUr5mHu8lnom52XrIJRQNWcas7gTjyUTtJnIR3jUTmB3GDMQRiTA8I2xsI0tPF9CMpkNjhoYr+4DNWchAQADcVYGlxFtuiMcJWcZvY12bat18d+zWsw8v2fY0IlLFpM1tMJfVmeejDrm3IgIjaZBNRBnoZoCIoQDgghEPHJoCefhWJ4baLYNKSxEKD1Kqp+fsqJSTdGchuTCLk04s0r9+N0EAGX0Tj6uQCihUkjzixixsLKuaiHVDq4dcVmJb0ZZkFjobOMJh3ccWbBogrJUxkL0gOz6LWcBSFRfw9aLCL/5x+X5XUoTazOW1bu3SbfeLRZN99GrA82hwzIiHwWnZ+XUL2TOpekXVAAoVS+A76fKLw4U+jJWGzZsgU///nPZ/zHTxpKhtI1hbhQobN2JP1oaGefRTm4YhZxUETRUMZnEfgAiXELtYLO2bIPrlDWghBZojkeDaWb3nshBWc2RFlG3JBCQUk9VD7cjgubViK/l+Oa8t18Ylx+pnRkUa/LEt/qpSSKMrtBVbZ95aTtAx13cFNGAEKwbPUw3nfPfwe1GSglYBY12b9ahqIWBQ94MobckuGJuoy1jA6SRpAxmlh9xSd97raGexLbNv0sBGU4OOli6SKG/tgKizZpzM3wVNlyTzAja8H3WybqdqGzGtYll+IrL1wAL5QrcYvJDmRhIMtWO0xgdlZJOjGZyWcuMiyEHzD46hoTywJnTJb8mIYM1bU/MpPBE1n13FlTlG2gg4MAAMcry1Ifusx3DIFg2DeRwbLBOupBbHLPNDm4mXSumxppmQx8TkzNNSDKuOeEAkKykU7MQjMWCmFkl3arZGpkKPVBjFm0+CymwSzagVDakrvR7nhdgqyS0WZdiB9hFjiXpMpnGVkGRe/bZYIPhI74inxBbc/XdeXzP0UQxImgJ55yySWXoFwuT73h6QaPJmfZpEVW5TTGIpbZrY2FzQRCMFmwLwZKYPpZxJlFvBSF9pFoY6FBKIk5uOW+hT5VRiOkEMyCKEljQRcuMp8TSgE3g4wD9BXUKst1pBEgBGJsXB5fx5V7nmIW6uVQzriML+UtGTrbhlmQKHSWxCi/5crqmpJZyMY9emxAtKpveSgdx+SFiFgooF4lU4ti1pJB42gMQpLU8jV0LwHfR8AJfr5/AI8vukomlSnEmUW7SKEK7UPAgXE/Y3oTCN9vkYA6RUOZYzMSFbVjQjKLIDQltxcUG2gEBAVVMA8AAubCZSFsEpprLK+Jcsb2YCwGFw0g259p6ZQXh7Bs9NkhKJGtcKcqokAGlLHwqwhErIFQ/Jhc4JnRPpQbsjmPCVVVK2sjQzELNo3K0dCcIx3cVBhmwZT0JtQ7JVhchqLGAQ6gqe9ELBejJfCoE7NovU7GsMxwdYlp+Szii6QuzIIyapJefSsjCwlO4bMAovazSWbROh69QDtjzGLbtm149atfjeHhYRQKBSNDfeMb35jxAU0HImYsbMpx9QVH4VgcT9uXyQ+DaKJnhlnIMuBhM7MgwrRKNTcv8JFI4eQcAEXODk2eAyBXRpzYIMoR6rAQfQVV/yckEJYNMamiLRYuRPjsM9EL6joYHHLw6rdeDNz3AuC6cpLJ5aPYbzWJw5dJefrN0kXjXFVu2g9pwgmsEfks5Mq/XZQHpdT8jn6YO63YiCvLkTQCAharEKtf2o/v/GNMjlZAvvc1ADJSibmtDy+xLJkZDEB3MHWKucRLEJ/c28kMnpPHJ/79XPTN6wccX5Z/78IsmqOhomNLx6EAkcwi4OBeYDq6zcs3QPJ5XPTmC8w+AXNBCJCzAozHFh/cssFQ74lZrP7NS3DBG85BfijfeSPLQlG3sPUZBqaYFEmhICUVzhHyqDVpHDzk+Nm+fmw9UIT2GwAwPgvt4NY5HvqdsDIZI1PmM4pZ5JWxoAzg0sAkjIXVyiwAucoGlAzVNL6W0NlYNFTL+er34SRLcHc6rvm7x9DZbtZcOqspXITw7SxsWjU+C9rledFVGAKia2613lNAvZtAT8/edNHTEb/0pS/N+A/PCMLIQW1R2aqQUQFLa9txY6EKCtqUg8OWfSNiiD9nutwHgkDWZyJElt0QkbGo+gyzlw5hdPdxDC0ZBN8nH+alAzX8zqUH8WgpYhBwHIhjx+TvJJiFWnH7HjIuhQeYpB1aLIKruvQkH/MDWMw8JLSgjYXM9A46JOXpVW89oG1fTDtvI1NwQfLJaqgslliVgNLl6wEzhQjldoqR2AwDC4qoqRe75rOEUYl+2DZ+HNM1MNcULdIhGkrDcmR1VGZbIDYUs/BaXpZsMSNLkRfal8rQY5c5DapSpxeVR2AU4G4GbjG6F4Ed1cnSfiEA4E7vzIIQguLcQtdtRCwsu+q36vstx6QUpL8fYmxM5jHQVgf34ksW4MnvPR0VKjQylHZwE/PbLMYsWCYqC1IwxkJeE6H0F0GboqFi9zDgBCFX+Wc6y7ttBndzNFSUZ9FyvtowzbCxaH7uux4/vsDplrzHZDl1LmQmvotY86OuMpRiFojJqe1+RjP4M2UsCoUCyuUytmzZgomJCaxZswaLFy+e8cFMG00ylE6cMvJJzFjocuGaWfCYsCgs2/TBBmLMwlfMwnZkf2oCVU9HNoG5+C3nYeWVF2LhxfPw/F/LyJJlAzUQApyfl2GJfkhBXAuaodDBIVSFi5rPjINbeH7kYNM0sr8fUE19SC626ozptVqGcoOa+a12mjyPMwu39SF70wdeg+XD54LsfwJAPEM0qi0Th1695OcU4PC4DNXkGFerwVpAYWXavAi2bRIP/YAAEC3afUKGaudv0K0tVYtMrmSt5om6OLcPf/D169G/oP3ErCclnQDHAw7Ua8mNXDdx/XmsRlNc1uR6QpuhOHc/WhOh4rGeVtBkYFAaC0HaMos3vWctqnYJD37sEQAxFtnXB0FoQoaySJRTQVXoLADkXY6AA5mC8qnpaxBnFpQk7kXAZb9vBgGitiOMtqzGW2QoSiXrziVLfcixx7aZQbSwnZ5lqC7bEQKfE9R8KU8zwqNCgl1kKM0sQnQ2sEAkIzaH6M4Eerq6Dz/8MN75zndi27Zt2LNnD9773vfi/vvvn/HBTBtNxsJRURvGWKjcirpPDbOwmAAHNc1/AKm7J5hFXIYKAqO9UxK1Q9ST/flrz0F+MGc6gy1QJRQGLDnReCEBjZcnKBSwmV2Oh3YNyYfcdWW2ttdIpOibfg8gQIxZJCImslmAUjihTK7yefsHSFPXmpKhmrcpzM9h+NJFxvg0pvBZ6NWnM1BI1Npp8QckmEV7GUqv3lUKS0tUUCKDux2zcLWUweQL4geScbZZWS1bvRiDC/tbPgdizIIx2c8i4CCql7HQ6wgtESrEy24I0sosZmp1J2ILG+mzmNpYaCe3dnC3K6cx/7I55m99r503vhnH3nitib6RxkI6s0NBwDKOkSlzDpcReEVVZkJfQ8syUWekKc9CMouILVCLtk/Ka2YWAHLvuxn2L/1S67nS9s/pyeKE8yy63B9KZd+NWsAgmA2KHqOhFLPQ81ZHn4VOCj1TzOJzn/scvvnNbyY+u/baa3HllVfO+ICmhViPa4tJZuGHBEw/qMpY1AJqIjdsKlAnTK62hZQ/GGNRfRbEjIUpvi8nPUYEXJVyX/UZ8rGHR6jMXl1vR8MLaaKKKi0WMGkPYtI7jHwfBZ0zD2EYgB84kIiNptpYWBaIHc8KTpYrIPk83IZmFqTt6nt3MA97t02i6lsYaBOmqGG/5rU4/tJhTDy4U/5ULAs3Ab16ybiJaKWWNo8xZtE2NDRGu02rzKbOYnEZql3Ya4JZuLZpVj/dl0VPToZZhBzUVw2YqjZm5/0WJ31oR38nmKpmFjPkZJx7wXz4+7YDUMaiR2YByCgauX2biUWFkIpQRCwyl4O48BIAjwOQEz8gy52EQvap0Mwia4WyDEUxKUMRKxkNFY//DxPGQkZhyaqzzcai1QBY51/Y/ly1YTnJTnAtx52GsehdhiLwQ4KAM7iWpaKhYnXhOkDLUCGN+Szajcc5dcaiJ2YhhOjps9ONx/71KfNvm3K4TGqrlMqLSXkAIYBawEyZD4vK1qWcqtIWnACUJoyFkaEU9KRHSZS9XfWTll3EqklONmIaLRioTtRSFWVNYxhKQIaXAADCPbtlPLpeJanwWdi2aWICoCVskPQV4PiaWdC2uQgBdfDMqKq31GFFAih56XVvNH/TDlqwiUV3Mwnj1PKSqEmz7rOWOjYAEvH3Qp2X7n6mET+ftgl18daWtm3a0fbiL4jDHJvJFqChH4J40vAcmFTn25RQFQ+jFW1kqOmOoRN0PwM5yUztswDizAJtmYXZTvuZOlT31c91xuKmT4VmFlkWwA8pMv0xBzeUgzvmsyBNPgsdBkosS4Vbt97XyFhMeaodn9OTRafcj/bbxv/oLlc9uGsIP3xplpShwMEIIEA6Vp0FovD3gFgA6cIsTqEM1dPTvG7dOtx00024+uqrAQAbN27E2972thkfzHQQhhz7ntqPFefJv7M2N9FIlKi8gbCBgEhLrkM9bSofek4tIJQ6f5YxEBKF2VpENoJxma59I9saUiJMMa/mFV48hPSpwwWsWVICBZcGQt/AbEauumLyDlm4SBqIRgPo6zPMQctQxLaibl5Aa0JSoQCqfBtBB2YRHyftEEXRblszUXcwFsR1m0Jbm8amZaiAYrBdHkFsMn3D21ehcR7FstVJX1hXY4Qks0is5E/QWAjGZKOhkIMFAWABB8suLkU5WU4BAHei2Py4VDTTMpQ+jg7X7kWG0ol50mfR6hPQoIwiRJiswRV/hrSxsGV4MGFRb26X+ChzC06fMpo6usm2TdQZZSQhrySYhfJZtLuvLQ7ubud62qKhuvsiNLoyC0KwZ1zJyuq62IxLGbPLfTUyFGReVLtwYwBRfagzJUO9/e1vx8qVK7Fx40YAwO/93u9hzZo1Mz6Y6WDyaDkxh+lm5jYTIOCyjAUP4SuHkp74LZZkFgEnAI3LULIQXaXBzD6RzyLOLJLGgsekokOTLsadWeirjcLK2KaHLjJZwLajSBEqu6vR+QvAD+yXIYbaoaeyuGHbyTaRTQ8BidWy8WO9luNo7uHQ80MfS5pKwMhQmYRPobm8tpYfaj5rn3QWW/30ze7Db/35W1rHPkWeRWQsGJrLHUwHRsJgFigJEQYcLPSksZhUk2GTDEVsC42AwLWELMSowKeRZ9HT2NRCRNcZmx6zUP0iOuzCGIWPpkCC+MbqHDIWhyCy1IgOnbUIly1U3aRDn9jxBRFN3ItANMtQpO19nU6iXTv/xkygU4+NttvGE1e70KHEMZmuRSYgCOluLBD5LAjjZ8TB3fPTvHLlStxyyy0zPoATxcSBUkI6yjuxBDzC5YpFBAg4gR9S9DkhAFnPhseioXxOAMaM4dH/rYcM/arYmZYBWhzciZcqujmjVRsjxWUQh0LYGdtED5Fsxjj1AJjMWnrOOeAH9iNei58qGYpYdrKaZBsZSsMPaeuEjeQD2q60Qhxxw9DRwa2NVzOzaFpRJaKh2hiLROJQB32fELmK4iGXneiaYDXLUObYJyhDWRYYCcADDiuUOSAHJl08fbQPK5Ysa9mn5jO4VpBkFsZnMUOrO3Veukf4dHwWISfyoe7ELKwo3NnsG7uP+ppmLA5BHSxaNR9zL1oAYAQA4BSyJtJNG0ziOkmfBZVtmAgk65AlLzzj22gvQykD0AuLMi1YZzYaqpmldx1KbNOuPZJix9TSq01VSneX+6ojGkPCZKpVmwgyICYRn05mcdVVV5naT9dcc01Snz8LkvLGD5aSzCLWm8ISXDrNeIhAUJNxqipdgFMGYXwWVBkLlXSk/BWNeO9dO2ksGoEM/4vfKxFLFjpWc3CssARPV2uwsxZoJgMOgGSyICwqQ011eYwlSxFs/ol0cDXJULCtZGx5iwwVZTv7qtxzM5opcreHmbQ1Fk0vYZxZxFlL88orFg1lZ9sxi9hnbeLnzZgtAh7CBC7EkZChToJZmIlGhTPykINxHwGXRvibzy3CitWvbRqXjGoZQNJY6Azubr2gpwM9Yety7L0kKtPBAQBShurGLPTz0ilEWcurWYvL6rcZB+/8zG+j/D5Z/mfu8lnIFpUcp42FbUc+C53Xw2TRSKfgYu75cyF275IszmrvmDYRTj04rU9bNFSPzY+mkqEMdLtZJlRl4M7GroVZdHJwG2NxGpnFXXfdZf59NibljR+cSDKLeAVZITVYhhA+l05Bm3FYSlYShJleygGXTWtM7o9ujsRjk3JMhnItbpq4kzYv1URd9poglGL2hYNwwyxoNvJZAEgyCxCwpUvl35YV6a9aXrJtU4+pXUhogll0SMrTD5WbdzBv+eyeyxaYaKimzUkbGYq0ywxfuAh1lsXRigO7Tehs/IEm7b7X47CYbDzVZtxRGY+mpkAnGA0F2waFbKlqCx+NMPITtHZOo6j5ka9Dw8hQXQzgtBCT84AeJ8VsDpxaCExtqA5BDbHqw+azuKSiziFjhaipUjOJYnvxc9TlOxLMQhthJqs4MxuwA7P98CVz0TenNXudTINZnLJyH815Ft3kpdimXTO9EzH6ylhYXCoKPcpQlAYdfRaa9U/VIOtE0PGshoeHzb/vvvtuFAqFxP/uuOOOGR/MdDB+aDJxseLMgiGUzEJwJUOpWja6XDZl5uUOOAEYNaXfdSSUniQAxKKhZB6HznpNFg+T7SZ1GRDKCFZfvxLX3fHrUZ6FKtIWl3cIAdgSaSwSk6dlAfm8bIZESDT5tchQqo2pkJJDOxlKv0xvvOF1ePsnfq27g7tDqY3ENm2iodolfrEFC/DUpb+NSc8yHfkSx4lP6F0a1uhY/HbRLpYrr4fV5OCebm0cY/QsCxQyz8JGzFi0y1WwKGpBxEg0vKEhaeR1RNtJwjCLaRgLQgj8oXkYq9nK0LXfzjiiE1FnMWOh2BGjiEK74/cqPimpa8AybswvF11XdXBzbwhjeNff/xZ+9Y+u6DiuXqKhTOLeDIfOtkQB9tj8qNt2iWurjQXlEF2CEICo/HtILRnp2SlQRb+bZyopb8uWLYm/JycnsW3bthkfzHQgHdzC9G3OxZiFhQDMYoZZyPr7UckCQS0TEuhzClBmEmN0qY+4sTB5FrTZWMRuPCUYr1vYX1LsQT3sbt6JsrJVZctEqB+RTYfo4uHIqa3AFiyI5ChN8Tv4LGQ4Y3tnYTxapDk0tWXbROSUWjXzpjDpeJ6FlTyXZgwsHoSTd5DJtymzEX+g7Tbfx8bRSaNlCWYRP94J+ixsS0axAbBFAI/HJujmlSajpgdHXIaqL1iIvk/9Ddg550xrDB2hzms6Dm4AGF1/PR7cNatjHSEgMpLNHeQ0EoUi9TW1LHMt4kbZHZBRPnZ/PhY6S6J9AFmuJn4ctIZLAxHj6cUAmNykUyxDdaorBjQxix6jDfX520wAlJmw+XaoiAwCDnhWVtZx67AtnT0bIHTGFipxdH2jRkZGcOONN2Lnzp249tprAUT+irVr1874YKYD7oeyYVEoo1HizIIKLltygqMeUvicwqIwJcRFzGcRcCqptSrHoZlFPc4sYjJUwlg0haR+butw2++0sdGZzzokldCISub++AMQqhaURu7mPwIvTchtbUuOsLk8s/JZmLLiXUJne6LpCbakjEVTTo1MGCQgAwNgTOU1dKDFr/r1VVj6qkUYXDjQ+lOxyZ12YRbMoh1pd0efRZfjtUO8uqkxFiSQpc+BtqvzBLNokr1om5LXJ4xmZtGj3NJLzaR4PS+zX7zZVczvov9telc3GolrvvDy81B/8kEMLV+ASTPZR8zC58rgWLq8RefpZzrS0mmLhupRvu1aFqS53D/UvDQFs9jXGMAnN5+DS39jEJSNdfSLWBdciL5P3Hb6jcXw8DC++c1v4o477sDNN9884z9+MuBcdvzlgsAPgZwdlf6gCEEZhUU4As7MRKo743HKImYhpM9C3yfj4I77LNRKmqpywmEbg0AoSXSYSzh+OzALQqNj0FwOaKp7Q1wXbM5cNbDkasxso2QoXcKYtkl+o9NYpdEmAwggUXgXANiqS5D7wAfBFi0GtY6qc2nPLCijmLNsVvsfi59Lu0KD+vdUz412xzfRUE2hs9P1F0TMwgYV8llyaIiyUCyKtNGwVTSUGsC0fm860LXBdLJnr1E/5vnsVn4i5og2n8WfgXgjqkwsOdRxIBqNhMF3XvtasLlzwYaHUTkiE0XjzELLpIZZdKmdNR2n9elycHdLykOTytDLMfW1c5iY0lhQRlEPGIjqbNm1DLqeM2YYPT11J2ooNm7ciC1btmDjxo0oqYbocYyMjJzQcQHZnIYS2Y9Ir+Y1mJA9LRjhUoZSk7g2KIJZ0tEGlUYfy+DWBdO8MJrItNOIEilTmQzUxAOSvJSJJkDaCKiX3vQIF+j6gMQR13kTn2sZyjCL1uNNh1m0K4jWnKxPCIF13vlSPosXjJvuu2r1xgRoL8yiWYaaJrMwq1PbMsYiw0L4iMtQyX2YRU3fbuF0ltFOFuy88+Bd93vYpyTOXifFXjKb9TZWp9DZ2HV0izG2pD+PG2jGYJ13Hojrtji4iWUhUOVCSA95KC0lyrtgOgl800FL+Zquvr74eLpM5PFFpB0l5U1lLKKCisT4LE43ehJ2y+UybrvttsSE39/fj49+9KMd9xkZGUGpVMLatWtRKpVwxx13JPI0RkZGcM0116BfafITExP4wQ9+gGKTbt8JPOTKZ0HQLKkzlZQnmQWJyhOoRjaCMgjLghBqRR6LhjIyFI9dGiUfaQd3o028e4szLP7dOecic/3vgl28Qv6tHxjRs62INPjmYmPZLASJGqq001WNz6IXY5EIAdTH6lzaJZGNPs2XlcTOqVtfaWbRjrVwImaRlKHINCdvo3vbNrjqfZKxOPxQTWyUtLQmpYxix9E+1J9iOP+VHdjTDIAQArbqMgAPyd/tlVn0kNnMVN5NomBjfMEQY3wsIUnJRNNOE3488RSAYRbUZjCtZLoYi/jkOBUMO5/pqrMtzKJHxtBlyMlIsyh01mfdfRbG6BICy7G6tuE9VejJWLzrXe/Chg0bsHnzZlx33XXYu3cvHn744a77bNq0yUz8xWKxxUleKpXwyCOPmH9v3769Z0MBACKU5T3aGQsqQlDLgUU5gjAqT6Cd4ILJcNR/2TEfx1DEGyhpybPwhbL0QpgCcpRIY9LOL9Es8SRWEITA+eWo5pLpEa78Pz1Br8KbmQUhCJ0MfFX0sN2q5kRevPixBO+0dSyyi6BlMp0ScWmtS9gLtRjYlD6LpqS8aTILPWkSxwYRHIQIOJZA6CnHLGllFtSiCDnFc8fyuDDbWjp7JpGskdXbPr1o+VERv/jCJ/bsuh2qBzjdo25ok88CtiVzPiwKos+lq8/i7JOhuiXNJZnF9GQoALAzTm/MggC/8ZF1qE3UOm57qtCTsRgYGMDb3/528+81a9aYhL1OGB8fT4TfTqiubxorV640/7733nuxYcOGngcNyAgdSoRiB/JC6qYqFNLBbVFh8iwAmLpOwrJAKMHTR/vQNzsLWe5DHlff5xDU9LFALIO7YzRUi549NfVv0Xe6wDxYbWreczeHQHXL6xY6O11jof8pemAWQqfoTgNxOaKbBsvsztFQkQyVDJ3t5gNpOxbNjJiUoXSpl5DFmEUbn0X071MrC3RNfuyAXhYJOtKsnfwIANSxo0VTbHI3pbA7+Iaao6GIZYNDVR/WiaddSnJHjLXjJrFzODUyVOJ4ZIpoqzgj77bwSYTOxgI8XKvrwtEYcEpw0S8v7zLqU4eejIWOhlmzZg1uvPFGvO1tb8PevXtnZAA7duzAqlWrpr1frVY3MpQ2BhWfoeiGKI+PoVLjsDIiIUMtKtYRcuDgZA3lymEAQBAEGC9VZAN5wBQc9HyOgBJYAF4Y2YfFiIyFdnDv378PW7duBQDs23U4Mb79Bw6giHPN98nv9gMA6rV62+/bYVGthhyAvfv3o9S0jz/7XGzbLO/H08/sQN/xZJLT8THZiGn/vv0df09/7pWjhlFjE+Pyv8eOd9zv4KGDAOR1fPLJJ2Dnenf0OqOjWArAFxxPbHsKvIN0VG/UEIQ+CEHLOI7ukud2+Ohh7HhWYJn6fNvOZxDu29/zWMYnxgECHDo2ivmIWGjF5wAYgiDAE088nji//buje77/QPLa9npfe0X8vuzevQt8a6PL1hKjz48BkDJyp/FU61WACDy17Slkiirjfqxuvn/2+efwakpBwxBHx8ZwVB1nYb2OPIADRw5jrM2xhRC44OplwKwQW7duxcJqFVbeRmFpBodGD2IIwL5DBzHeYVw84DjnzYsx6/yBKa/lvv37AACHDh2a0eteqUbRiYQATz31FLKDbXrJI2lYdj7zNA5W97XdLh5ZuHv/Pgzp36rV8GyXsVeqcjE4enR0xp+tXtGTsfj85z8PQEZHfexjH8OOHTta+ls0Y2BgoIVNtMMdd9yBL3zhC70MIwHbckBC6eDWxqDiSWMx2N+HocF+UAKTlAcAw/117C9lMPTK5SiGFE/jRTiOjcFZfRglewAAjqP0T9uFlc0B9TouuGQVqt/9tnRws4hZDC9dgtWrVwMAshPP4cd41IxvyVLJqvT3cfjPETyC7XAzmbbft0P1xw8h2DeCpeecC6dpn6cnCnjmLtnv+rJXXIaBBcmwuedn78Mu7Mfw0uG2v7d161bzea1Ux79AssbZc2ZjDw5gcHCw4zjLj3t4As+AUYZXvupVU+ZxxBEeOojK1/4JdjaHV7xqdUtVV42H+5+CqE8ChLSMY8Q5gPvxMBYvXYxVr1yJ8le+BFgWLn3lK0D7B3oey7Nz9uKgdRQLFg9DPPGICcV2+goA6nBcB6945SuR6YvGmJ98AT9S93zpsqVmbPHrOVOolxvmviw/7zxcuvriKffZa+3HfdiCYn+x433vHyhi0q7gla98BXID0oE9ebSMf8UPAAArV60EfSgDVCuYs2ABlqjjVH+6BcGePVi0bBnO7XCul19+ufm3V6uC79+HDb91DbzvfBuNrY9g8bJlWN7lOr36ta/u6Vo2dgo8ih1YtHjhjF73nxd34AjkYoRQiksvvQzFuX1tt/3hvofMv1ddcgnmnTe743G/insAAMsvvAD4mfysr9jfdew/7d+GUYxh7vy5J3yOjUYD27dvP6F9gWkUEtRYuXJlQkLqhLVr1xo/RalU6lil9kQHL7hycIOYyVvHoVMRykQXjkQ0FCXArrEsso4L2lBFAilJREO5tpK0QIwTT1cbZUR2tQrbZXA3R050i4gw0s00eoKYHsStK/f4b7fNs5iG/tvOad9tmInfm64MZcWiYro5YW3WsabVnGWzMHzZQsw7b050bSyrd2Ffj4UqqUsdo08ZC84cAPX2MtQUFXFnEt0KNnZCL45fWSKcJu4daZLXiGNDVJPObBMO3mOmvPOGWIc7WyeYzkxJiun4N6aDpNN6ippqPYbOJvZJtB7o/vzEfRZnCh3v1pVXXglCCIQQJgqqv7/f/L148eKuhQRXrlyJkZERbNmyBTt27MCtt94KALjiiivwwAMPmO3ifo3pQPoskqGzFRXGSMFlDbcGpIM7Flq7ayyLVSzq+yAEEoUEbcUsOKgMD4z1xTZJeW1DZ5smkikiUKIf7xFG32/TnjTxW62/S6fxoLWLhupm1OI+i2nX5rF7dXCruPI2x88UXNz4rd+Vv6+65E3lA+n0G5TJftECUa0xncFMkj5guQ/rbqRnEs1l5nvapwfHL1Od6hL3Pba9zF9pU0W3Tehsz7BiRn0GMJ0AjhM5LqDvf28+i178LIDyB5k/ui9u4tFQZwod71a8x/aHP/zhRNirDoWdCuvWrQOARLZ33FAAmFLO6gQeclCmfBZhM7Pgxg8cZxYBJ9hXyuASSkF0rwohEkl5jqWNBZOlxS0rKpDWXO6jQzSU2+eiOK8AD5W2Y9d9IqZjK8yqrk0Zi6nC9vQD1ktoYbtz6mosYs766T7HJD5pdBnb/PPnqCqbHY6jVn3C7u147TB3+SzMWjJonO45xSyEm439Rmdm0a4T4EyCJBzcPe7To4O7uTdCS0l725YMuw2zQGb6+SXRszwzhRYjBjWzEyltuibdqzXH9+sxACEeitwrs5jhc5wOejLtO3bsSPxdLBZbPjvd4FyAWkhEQ9UDioDLPAtd2iPu4D5YzZm2lPqGCiAhQ+n5hhMqwwOZZSKQdCHCdhncumFMfiiH93//fyBTyOCpHU+2HbtmFi01l7pBT6xtZajuFNh81sMz3DbPopsMZUXXcfrMordoqF//8K+gNlHH0y9M8cwxJq3lCRiLN79nLV533atgPf04agD6XVUZVRV/bDdZxHNaTrUMlciq7lFi6zl0tqlFZ6LyMKNRuZq4bKSrm55IMqKuEzVDJdwjGerU5VnI0OnO17FbZGQnsOkwi2kk1p4q9GQsVq5cid/93d81TOHee+/tyW9xKiE4WqKhGiGVxiDGLAIuy3A0AoIDwSAAmCxIA0qNZG4rnwUnFMR1VOEznZYfGSCg6QGJ6aZ2xm5bZdX83IlMLPqE2hiLZIhfG2MxnUYybX0Wna0FizGLaVOLDiVM2iHb3z4KJQ5CSFTS/QQmjmwxA1+NZX5fA2WPQeRlhrwuJx+HE4uMOp1JUr1e5l507sLsPuQGsk11zpJhuoZFxJmFDk3uEJTQdVwDA1Le7WstTX4iOC2hs1McO1mBukefRbws/xTP68uGWdxyyy3YsmWLcVjfcMMNZ7ytquA6KS+avL2AIuBEOrh1cl1IwQXB3/5sKRZdvhTAflBGIMJo1UziPgsLCDhACAUp9IHkciBMZnu3GIvECxabkKe4nyfCLLRkQ9sZi0QCYOu+mvX0oqu3S8rrhVlMKxvd/BaVL8lMdvXSsuGJrjLV9Z3b18DeiSxYPi5DJTedd0FUgyeeNHeq0etkFPksOo/tV//kCozuPp5Y3MQzv03RQCBpLApFmZ+Um34yonXpZcj96S1g8+ZNe992ID34Zk7ouE1soevzPQ3DomHFcli61ckCYu/i2ejgbsbatWvPeKXZOEQoYsxCXkHJLAgswU2NJ/3dpGehuGgOgP2glEKofAp9owyzsKTMRCiBe81/Bt+/D3BdcBAZYYVIhmrO0gZiL1gXnBCz0L6KKZhFNxnqlDAL7X+RPzDl8VtgWTPWqxpQRtWyT9hY6LFYFDhaduDkY/WYmn0WlODit5yPnT98fnqRbSeJXp3pvWj5bs7BohXzm44fPd+EoG0tJ3vt60Fmzwadl9y3p3ERAmvJkmnv1wm0h/M8ETT7AnvqA0N6HwexVIJiEEz5vJ7VMtTZ3laVCw5KAJ9HBqGhmIUtwqhsRywSSnfkaqljFC8kyIDAlxMDKRRgr5D1nASI7JWLTswitrqZill06hPRBcTNyCe2jVMw4bNo8+PT6VGcpNOxiLEOOBkHNwCZWzHN0hxdoWSoE36pYhPikYqDpWrF3cnB+e6//y08+s2ncM7qmZv8pkLPoZknKM8kJI9OzMK2Ya+cfjLtqYA5zxnOom9ZhHU5vHZwk3Zhcx1AVcUABEHX2mjxsZyVMtTZ3lZVhAIUAkLQFmZBeWgyseMVaR3VWJ5aFCJUjZCgZSi5jcWAsNHKDjiIbH+IDj6L2OpmSmZhx1bjPcL+pV8GXBe0Tf2s5rIEnb7vRb4wMpoAHJVg5+a698cGlMviBB7kzO+9R7aLnSEQx55246MEYqHJRyoOzsvEeji0KzfiWnjdO1514r93AuiZWfRQSLDtfolnOWIWM2rUZxCnozYUIa2FJJMbT/9aSx+bBdHA1MzibA6djec/FHQ/6LMI7UqUa58FERwWURN7rMeE5eoQWALe5OCW90DAZjKPonklKQSBo6OhRCvtNQ9JD/fyRJgF7e+He+VV7b9LxOC3YRb6QZ5GMpcIBVa85XyEfohL13XOFk4yi+k/yPall017n25wN7wDojx5wvvHexcfqbiws7o21EkPbcbQ63080WQ1Qohh34RGzGKmopdmGnQazHlax6Xd36s4jAo1lW+jeSfNKKZiFido+GcSHY1Fs/QUx9kgQwkuQDr4LAgPYcM3n2loY8EsCh5GPgvTUYwAFCpDu4khcJBWB3c8dDKmKU71sJh+xzOkc08Vtmc03WmsSAUEKKNY/743d902Hjp7NsC+7BUndwAltUz6NryQTuu+ni5Mt/nRiRhxYzAIiZjFDOVFzDTINJ/v6R4XQNukzHbbTpm8F9+HyKKmAKaOhmKx458hdDQWZ6P0FAfn3DCLF4/n8Oj+IiYaVmQshAcAqAUUq3/zEixaNT9qAs8oiPI/yAxuxTiIAEMow2+b7ooAkR2tEHdwxx4m0+xlas3SMIuTOP84EvJSOxlqmivM6TAR1kPE1MsJOuosu2wRLslfiLnnyj4V7RzcZwrEmoYmjhPT8k2DHYLISJylxmLpKxdj5RUXYMFFMxNdpZH0WbTOCYltT0SGogSwbCOFd8NZ7eA+G6WnBESUZ3G85uB7z8kwxiCkoDyEHTZQ8ymEIFj7Xy7HstXD+OlXHwMgJ7iwTclnSgAGAY+33nRBKGwm2UrbDG4jQ/XCLJg5h5lAuwimxPcmg7t3GUpuP/VKjZ5I6ZKzGWqll126CO++dQOqqm/AWcUsetTETiazWTILOUGacjdnqc8iN5DFf/vcdTN+3OkwC/PdNJ4TQgiEzp+aMs/i1PhlpoNT1invdEAzizgMs+AN0x+5OVpC1wECVFioMRYClHATOhuHaCNDxVf0ifC9KZ4WwyxmSoZKPGhtjIVZYfYqQyX36wY6wyzpTIMUCqBLl4FdeKH8exoh0acL0/ZZnMC4KSMmWIMtPw/0nHOAvvYVV39R0RzA0pVZnIAMBYIowuxlEA3V0+zxrne9C6tWrYIQAhs2bMCaNWt6Kj9+qkGJgGiaHANOAB7CDhqoBVoaUv+lcRkq7rxSRoUAVITKwZ28NLyNDEXaOMDOhM+CNq+Amr9nrcatG6ZT4ZKeSOmSsxjEtpH/04/CXvsGAGdHFEoz2rXObYeTmWCMc5sA1ooVyP/Jh0BnnbrWsWcjWst9dNn2BBzchJAo+m7KaKizWIaK40Q65Z0OtGMWIScgPIAVNkxhQb0Sm7VkAJZrIT+QQ9BQLElVnZXHE2CQzAJNhl4Qap4VXV4kwSz0C9wDs+glf2E6mLLch5n8pylf9DApsTad+17ukC9xlF8h/3smR5REz76nkzAWVJVsN8xqJrPsXyZolpm7TtQnwEBl8ECPzOIsiIbq6RWId8r7wAc+gLvuumvGOuWdDHQ0VBw+JyBhACuoo+bL02PKap/7mqX4yKP/B4tXzU/q8erfN//TNaDgUspqI0NpRCXKWzO4dWx6N7AT6WfRBXFZolvobM/MQj+YPTz0J9Sb42WE6CU9e6xFr1E/J9PnQRbbbH0P/iMh4euZ4jIkk/J6BIEJriE9lyjv/fAzjY5PXZw5xDvl3XrrrSgUCidcWnwmQUnr6jzgBAhDML+BWqCYReymZwsZWK4V+0wYY5Hts0EFV9FQyeOKmGFoHw0Vm2CnuKNm4pkpZpEInW33eyfo4O7BuPRSmfbljOlIcqcLvRp9ZlE4ORuZwgkU+9N5FmfReZ9utCTldSUWMQY6DRnKMLYeS5SfyRvSkVs+9dRTuP3227Fy5UpcffXVuOoqmRC2YsUKrFAlMM40aBtmoR3cDCFqvnTI0TZSSeTgRkQBQwEqQoTc7s4seOvkS2OUf6r7qb+fqdV4sltd64+bVck0fRa9FERjp7g095nG2aAVN6PXQAVmM9z0nRtMlv20foOSnsLAf5HRGu3Yk9Oie6Z38/FNnkWPobNnowx188034/7778d73vMe/OQnP8FVV12FP/3TP8XDDz98OsfXFRTtoqGiU6r6moa37tscQw0A4CGoUNFQzXkWsYO0D52NKP9UE4vlyAdkaPFA1+16Rc+hs9MsE9ELE/n/2zu72Day647/ORT1YUmktuuP7K7o9SZdZ21SXX8prcbpZlM7a1LZoI3ShA7yUBGJvE2DtVBEAoJAUgPZ8YPJF+mhiC0g2jzFTFChL7UYwHlouqKBJO7uQqQXWPSh67HRBeJNxJGdWLLF6cPwXg3JITmUZsgZ6vwAwyJ1eefwkrpnzjn3nGN1h7hGY4dTKMXUchR235/vxp4DtQemVRdUqYW9k6jJstC6oQxbFqj9NJQdLQvG4cOHeZe8mzdvYnFxEfF4HH19ffjBD35gtXwVKWdZMNjRWbfOB1HgPmG/f7IBl7KBJzotQrXKgimogtLgNXyY7d1tiF79Grr3mHMUsdrmUesXjWXvGrp2k1sWdggslmK9LAXlPnYogta9W+Xgyta+JzW4oSzq2VELNf2l9/X1Yf/+/VAUhfe2aCTl8iwYm0dnde62tXkW+Q9a2dBYFiVJeerjDWw6JQvcUDV+mMHXXsLzR3sNja1GtWsKmvwSY/OxJSHLAlC/K3ZyQ9UDwS3YKmu9EZQk5RkY70INN2UaN1S1ALcdYmdVLYsHDx5gcXERP/3pT3Hv3j2EQiFcvHjRFnELl0uBUsGy2Dw6W7qhFZyG4pbFYwjI4XGudDyzLHIa/ap3CqkRmr/aht135iXc//AP6HnWZ2g+FqSvJc+imanF0qoH9dgw+Gko+7ztulOLG4qNgVCjG8ptzLLgOWJ2dEP9/Oc/x+LiIjKZDEKhEMbHxxveHa8QBW6himXxeDPZrpiCADfT6mtrAIDHG3qWRamy0Cocq8okG6HaF8j3CS/+buqM8flqOCtuNEHMyVTrZVB36rBhqAFuwVZKst4Utl6ubmXxwovGs/KM51nYIHZWVlm8/fbbiEQiOHPG+CZTT9iSFccsNhRtgLv8B1AQb2BJcmuPAORPVJWJWRRYFppTJo00E61o+mK0bMFOsSzMLn+9HerxHWM5FjvN/aZFm59kyLKoMcbjElway6Jy+Xc7nMorqyxmZmbqKUfNsDXLFT2/wTZzQcD6hjroyVppcx0eb1A28yyUR8yyEEpPUDFlofmFtqCbVU3jjWBF0xejZ+yb/egskN8s7PQ262FZ7HCrAmB13tSTjmr+RBXLghkfWzgN5apSCYEriQZ+D+30J1ATrnwb1LKWRUcHwqOfRdfuTv3Xa/8QmBtqPa8sdC0L9bFWWRTGLBrnhjL7rpcnFpJlAaA2t1w9qEvMwmZxmkbwXOAZ9PY9Y/jzN+qGOvQ3L+KTn9lfWO6jirKwQ40yxxZ8Yd/jktpQef3n6tiFU98+ic99+xV42ktNvIJqqdwNtWlZuIuVBbM+NMrCvcWjs2ZjiWVh9O5oB2woRrLy60k9vmOs6uxO5uUvHsbhUy9i6li8JjdUtXHf+vHXsf4ntd3Bphuq8lbMK2Y30B3q2NtCIW9ZFJ+G4spiVwfQ0qKrKIBiN1RRgFvn6Cxc6picpsJgQTJcE7mhBMGYjxbY3LgOnz5oqgx2QnALhktsWMlLn/uU+kMdROl5xouu3TurJLkennaPRglUc0OxMdU/oNZ8u16elFelUKMd8n2az7JQmGXRUbFSpl5CHbMs1AC3/gULYhbaORr4YZq+kblqC25euv09rD1cN1cGG1HTCRcL+eaPv47sRzI6vO2WX2v4SgSr9x9Yfh0nIFTpksdQlUqNc/t8gLsFrvaOyuO2URTSLByrLFwoE7PQuKEqwTdYbQb3urrhPd7Qaaua/xYoQmlQm8vUoOQts69Zq4++bVcr2nbZs4uaGbR3t6LVBu9PcAt46rmeulyrpdWNpwzm5TQ7RpUAqx9Vy59jy4l+7Nr3CbifecbA3LWVejEb5yqLMpYF29RdHVU0taCJWeTdUMr6Zp5F8Seu5MfkXBo3VFGOgXrEsvF3oNuF17dx/lsxhZGffAOPVh81WgyiQbAWs8bG1RbfcgkCWp5/vuo43omzgXlNjlUWm26owg/mCXtLnfqnoBj8JJOmrapSELMofkFpgLv47lttcO/8HZbHLEhbAAD2vLCzOsQRhageAwPjLMx4t3WJcrvDtuyS5kdogfCNKDz+Zyu/nlkWCrgiwFreDZXT8VHqnIYqHuJyuWwRCN0uO72AHEFoqf3orAUysNbQDdxfHKssXPw0VNHzggstfyWipatyw5eCHIl8zEKpUO6DKQutG6rYTyO4jQXC7M5mBnejJSGIxiMYzDkReG0o8/9wWAVcCnBvAaFMUp7RkysFvj/mj1zXnoYqVhZ5haKpDqlnWTTKTHz9+6fhNankOfO7NoPiI4jt4jLoXrbWsqAA95YpF+BmKfrVX6+NWTDLYj1vOehkcOu4oYq/Fa4GJjJ9/pxo2lzc7CZdQRA1nYYyUhZkqzKo/zdpgDuRSMDv90OSJITDYXi93oLfy7KMxcVF+P1++Hw+BAIBw3PrWhYu4/5FXnUWKLAsFMHD5yp8gfborFqRqvgyR14P4OnnnzL8HuzKTu+9TBBajHorrCwLs1nV2pLpjclg1cSSJEGWZYiiiHA4jHg8XjJmYmICkUgEfr8fiUSipvn1kvLcLW7DG522Ux7X1oqCXD7tvrwbSqNfi8b8/Q+/iM99y05l3LeG0YxVgtgJGI1FMqViiRvKziXKt0symeSWhNfrLemsl0ql0NPTA1mW4fP5eOtWo7CkPK0Xyt3CyjIYuwvYfOFmHIIpgxIN7i6tOqvbJ6MJThG5kPfROv+tEMS2efbwPnQ+VTnJF7D2Jmvvp56Gd28XugzIYRWWKYuVlRX4/X7+OJvNFvw+k8lgZWUFALgrShSN+9318izcHnc+MGvg9e5NawIaPyALYJezLFAQ4G7O3ZTcUASxyT/861fx6MFa1XFWNsl6/mgvvv+rNyFUqU5rJQ0NcPf09MDr9SIcDmNoaAg3btww/Np2j9qjQqsscshhfX0N77z7TtXS2azHRU5R8N/vvYcX888/2lDjEb///e9x69YtPv5P2RX4AcgP/8ife++999DaVblpiXYOO6OV8+EfH+Dx48d499130dLWuC+nHk5cTzvjBDmdICMArK2tISc8cYy8tWKZsujp6SmxJrR4vV5ueXi93opj9djVom7q2phFW0cbOna149jx41Wb8jxZ38DPkIQLwLETJ7Caf96Trym1e89uHD9+nI/P3EgD94EuXw+APwAAjhw5gg5f+aJut27dKpjDrhTL+WtvBk/kHI4dO1q2am8jcOp62hUnyOkEGQFVzo5dHWjrbLWtvGtra0in01t+vWUBblEUIcsyAPXUU3H/7nA4DEmSAKjB8GAwWNP8bVxZbFoW7V2taO3wGHRDqYOeObSvIPjAYxbFx2KZq8pG7TWtYjOeQ74ogjAKa0XbrFhmWQQCAUiShFQqhUwmg4sXLwIATp8+jRs3bsDr9SIQCCCZTEKSpJoD3G06lsUXzr+CDl+7sWxLt4A3F6LwtHlUxSAIQC4HhZU1Lwlw509DaRurN+n3ot7lPnK5HO7evYuHDx9WHNfS0oL333+/TlJtnWaRs7OzE729vbbqP25nmj3WZ2nMIhQKAUBB4Fobl4hEIlueu81d2vzoqV4fXji+3/AcB45tBuDhdgO5HCC0AFBKg9fuHRTgtvAIoB7379+Hy+XCpz/96Yob08OHD9FZpUCkHWgGOXO5HO7du4f79+9j7969dZbMmQgtQkOrwlqNYzO421pYgFrt6vWZyBHsObCN6qD5nVFpcQN4UraQYE7YQZZFnbTFysoKDhw4QHewNkIQBOzbtw8ffvghKQuDvP79LyD7f7XFXp2EY/8629ybMYt2bxu+8OYr6Hp6G3dz3M2kBnRL6j6xZD1Nr9ymtSzq7Hfd2NiAx1MYSO/v78fQ0BCi0Sj/t7q6WmaGTU6fPm2VmNu6bn9/P4/hWYUkSaa+f4/HgydPnpg2X7Pz4sABnBh6udFiWIZjLYvWgpjF9jc3lyBAAaAwZVC0YT7a/Rx+e8+LjuN7Afxv/kXbvqwt+cvIUdy7/VFdyyHrKd633nqroERMtZiGmUiSVJAn5AT8fn9Nx8+r0aw3Q8TWaArLwpTiXcy91FKm3Ef7LvzHB3uh9OzmTzXrH1PfmZcQ+udXm9r/Wo3R0dFGi0AQtsKxlkVbSw7YUBOwTQnGCixmwcp9lPaqUH/YfK5JdYWtmZubw+LiInw+H2ZmZuD1ejE1NYV0Oo1gMFiQr1M8FlCVgCiKWF5exuzsLKLRKAC1wgCzZGKxGDKZDKLRKERRxMjISE3X3e77KZapWO6LFy9ieHgYwWAQ6XQaAwMDGB8fhyzLGB4exsLCAv+5eAwAxGIx3L59GxsbGzhw4AACgcC2DpsQOwPnKgutZWHGrs1OO5WLWfCG6dq7bdIWVqK9uxdFEUePHkUqlcLCwgIkSUI8HkcoFIIkSVhYWACglo4B1HIyxWPHxsaQSqUgiiJmZ2cBAPPz8wDUCsnxeBzT09MYHx/HzZs3+e/05ip33VrQm3d6erpEpmK5ZVlGJpPhyq2/v58rguL5i8dIkgRJkjA/P49Lly7h1VdfranMDrFzcayy8LhZiXKopcm37YbKK4Eybii9qo9kWVgLu9NmXLp0CdlsFufPnwcA3L17F93d3fyINgD4fD4AwPXr10vGAmq1gJGRET6e5QItLS2VlUNvrnLXrYVyMurJVCy33+/na1Pu2uXGsIMCPp/P8qA70Tw4VlkwcjqNirYEOw3VwvpZFLuhdDpVkbaoO+fOnSvYpGOxmOGxrMIxI5PJYHJyEhcuXIDf78e1a9dMuW4tFM9bTqZihVDcG0YPvTF+vx/ZbBbRaBS7du3Cd77znW2+A2Kn4PgIZk4xJ9DMynm4uGVR+PuuP1OP5XZ4OzZfQ7qirrz22msFfU8kScLJkyeRTCYBqMqAxQ4GBwdLxgKFG2g6nUY4HObVBophd916c5W7bi3ozVtOJiPKwQisEdn8/DwuX75sypzEzsD5loViUllg7obKxyyKAtzPH+vFdxffwFPPae7wSFvUlUOHDiEUCvEAMAs+J5NJDA0NIRgM8uOugUCgZGxxEJdVO06lUuju7kZPTw//3cDAAA8QT09PG75uJYaHh7mF4Pf7deeNRCJlZTIDn8+HeDyORCIBRVEQCoV04x0EUYxLURSl+jD7wConHvjJj+FZXcUP//OTePYv/Bj9929ua94H/zKB3J07WPn8VzEz9Q4+/48iXv+efoLTdw+odawu/89Exeq2TqqY2Ug533//fRw6dKjquGYoo9FoYrEY9u/fj0gkgo8++giXLl3C4OBggStMi9HPxioa/d00ihPkZHtnMBhEW1tbza9vAjeUSUXvWJ5Fq7qIRuYkw4JwGqurq9y66e7u5jEMgqhGE7ihTJqIuaHaWgEYjIOQtiAcxtjYGCYmJpBIJHieBeVYEEZwtLJQ9YQ5loWL5VnklYWROAjpCsJpeL1enmNiZ3cZYT8c7YZSXPkTTGZMls/QdrWqne+MWBbNWu6DIAiiGEcrC6YmzIxZuDpazZuTIAiiSXC0slDYnb0Zd/iCALhcEDxtpk1JEATRLDg6ZgHmhjJhY3e5BcDjgctTpuqshr7QS9h4ktv+RQmCIByCo5UFsyxMiR0IbqDFAyEf6K7khhr+0dfwZI2awhAEsXNwtBuKmxRmuIzcbrg8HnTu7kRLWwu693RVHN7S5mg9S1QgkUjw7nzNXmhPlmXEYjGkUqlGi0LYHEcrC34ayozaUD4fXD4vOp/uwoV3xnDk9cC25ySchyRJWFpawvz8PMbGxhCPxxstkqVcuXIFN2/ebLQYhANwtLJgloUZJ5faI2fR8cY/Aa2taN3Vivau2tPhCeeTSqVw8uRJAGp9qWa/4x4fH0cwGGy0GIQDcLYvJW9ZmOGGcnla4X722e1PRGyL3/7be/j1z97V/d1GbgNuVpZlC3zma0dw4isvVxxz584d9PX1bfkatbC+9DYe/9evLJnb89evoPXkZy2Zm9iZONqyUATz3FAEwTCrHDhBNBPOtixYUh7piqbhxFdeLnv3X4/yFPv379ftbWEFrSc/S3f/hGNwrmXhdgOCiUdnCQJqTwnW1CiTyVB/aoLI41zLorUVysaG+jMpC8Ik/H4/Dh8+jGg0iu7ubly8eLHRIlnK1NQUUqkUJEmCJElUgZYoi2OVhau1FXi0pv5MuoIwkZ3UOW56errRIhAOwbFuKFdbm6lHZwmCIIjyOFZZoK1ts2ERQRAEYSmOdUMJL3wS639qAfBHsiwIgiAsxrG35u1f+ls8fOVL+UekLJyOopjVH5cwC/pMCC2OVRYAILSyRkUNFoTYFu3t7fj4449pc7IRiqLg448/Rnt7e6NFIWyCY91QwGZgm/IsnE1vby/u3r2L3/3udxXHra+vozV/g2BnmkXO9vZ29Pb21lEiws44WlnAzH4WRMPweDx44YUXqo67desWXn65cm0nO0ByEs2IpcoikUjA7/dDkiSEw+GSmjuZTAZ+v58/rrUmz6ZlsX1ZCYIgiPJY5u2XJAmyLEMURYTDYd2+AJOTkzh16hTi8fiWirfxU1CkLQiCICzFMssimUxyBeD1enX7Apw7dw6hUGjL1xDIDUUQBFEXLFMWKysrBS6mbDZbMkaSJKRSKWQyGYRCoYLx5WAnZtbX15FzbaBzTwc8XW6sra2ZJ7yJ2FWuYkhOcyE5zcMJMgL2l3N9fR3A1o9EuxSLzivGYjH09fVxy6G/vx+/+c1vdMdKkoSpqSnMz89XnXd1dRUffPCBqbISBEHsFA4ePIju7u6aX2eZZdHT06NrTTCSySQkScLIyAh8Pp/hHgKdnZ04ePAgPB4PuZ8IgiAMoigKHj9+vOWeMJYpC1EUeZxClmUMDAwU/N7r9XKrI51O48yZM4bmFQRhS1qRIAhip7OdJEvL3FDAZpA7k8kgEonA6/Xi9OnTuHHjBgD1aK3P58Py8vKOKgtNEAThNCxVFgRBEERzQFWVCIIgiKqQsiAIgiCqQsqCIAiCqAopC4IgCKIqjqs6W604YSPRK4xoF3llWUY8HkckEkEgEACgv5aNlldPTjuuayKR4LKNjY2VlamRcurJaMe1ZEfsl5aWcPbsWfj9ftutZTk57biejFgsxk+ZmrGejrIsjBQnbCTFhRHtJG86ncbKygp/rCebHeQtlhOw37qmUikEg0FEIhGIooiJiQnbraeejID91lKSJMzNzUEURfT19WFubs52a1lOTsB+66mV9xe/+AX/2Yz1dJRlYaQ4YSMpLoxoJ3lFUUQymeSP9WTz+/0Nl7dYTsB+6yrLMpaWlhAIBBAIBBCPx223nnoyAvZbS7/fz8v8SJKEQCBgu7UsJydgv/VkSJLELR6z1tNRlsXKygp8Ph9/XKmcSCNghRHZ3ZGd5dWTza7y2m1dQ6EQN+8zmQwOHz5su/XUkxGw31oykskkVlZWEIlEbLeWWrRyAvZcz1QqBVEU+WOz1tNRloXdGRkZAaDehUxNTfE/UGJ72HldE4kEZmZmcOXKlUaLUhYmI2DftQyFQnzjtTNaOUVRtN16yrJcoATMxFGWRbXihI0kmUxyPyYrjGhnefVks6O8dl7Xubk5zMzMwOv12nY9tTLacS1lWYYsywBUF2Q8HrflWurJacf1TCQSkCSJF2pNJpOmraejlIUoivwD0ytO2Ej0CiPaWV492ewor13XNZVK8Xpn7C7TbutZLKMd1zKRSBRYZSzoare11JPTjus5MjKCUCiEUCjE5TNrPR1XG0qvOKFd0CuMaBd5k8kkrl69ioGBAX7sT0+2RsurJ6fd1jWTyWB4eJib+6IoYnp62lbrWU5Gu62lLMtckSWTSX5k2k5rWUlOu60nI5VKYXR0FGNjY4hEIqasp+OUBUEQBFF/HOWGIgiCIBoDKQuCIAiiKqQsCIIgiKqQsiAIgiCqQkl5hKOYm5vjiVuSJAEAL2sQCoV4Zm0lJElCNBrl7X23OsYo/f39CAaDfN4zZ86Y0kZYlmUMDw9jYWFh23MRRDXoNBThWGKxGHp6engWrV3p7+/HL3/5S340MRaLAUBVhaGt76MHKQuinpAbiiDqzODgILeKKjE6OloHaQjCGOSGIpoGWZYxOjoKURSxvLyM2dlZRKNRAGqhtLfeegter7fgjpz9HAwGkU6nMTAwgPHxcUNjANVKuH37NgDVHRYIBCq6wjKZDCYnJ3HhwgX+nJ6MsVgMmUwG0WiU1yBKJBK8R0U4HEYkEoEsy5iamiqRa25uDouLi/D5fJiZmUE2m+XKx+fz8QqqBGEYhSAcyuXLl5WrV6/yx9lsVjl48GDBc4xr164pk5OTfNyXv/zlgtdks1lFURTlxIkThsfcuXNHefPNN7ksS0tLunKeOHFCGR4eVoaHh5VTp04p165d0x2nlVFRFH59RVGUdDpd8DibzZaVK51OK8PDw1zGyclJ5fLly8ri4iJ/LUHUClkWRFPh9XoLYhisQujS0lLZ12hr+5er2FluzOrqKgC1MBurtaMHK+YHqGVhzp8/j9nZWcMyXr9+HeFwuOB9yrKsK9f169eRzWZx/vx5AMDdu3cxNjaGqakpLC8v4+zZs7Yqk0M4A4pZEE2FdiPPZDIYHR1FMBjE2bNny77GyMapN8bv9yObzSIajWJ5ebmgCU4lIpEIbt68WZOMtcgFqE15ZmdnMTs7i4WFBYiiyF1PQ0NDNV+HIEhZEE2FdvNMp9MIh8MIBAKGAsq1wnoXz8/PcyvBCKlUiiu1ajIya2VwcBCLi4sF1y7H4OAgj22wsexk1fj4OILBYEUriCD0IDcU0bSEw2EMDQ0hlUqhu7sbPT09ps7v8/kQj8f5xlwpf4L1wGZuK3aXX0nGgYEBHlifnp5GJBLhVsHAwADeeOMN3WsFAgGEQiEeOBdFkVcZBQpdagRhFMqzIIgtEovFsH//fn4qaWJiAoODg4bdUQThJMgNRRBbZHV1lbuTvF4vj2EQRDNClgVBbBFmTTDXkt/vx/T0dIOlIghrIGVBEARBVIXcUARBEERVSFkQBEEQVSFlQRAEQVSFlAVBEARRFVIWBEEQRFVIWRAEQRBV+X89GYgmmkScxwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig4, ax4 = plt.subplots(figsize=(6,4))\n",
    "ax4.set_ylim([0.5,1.0])\n",
    "ax4.set_xlim([0,400])\n",
    "condition = df_comparison['Pretrained'] == 1\n",
    "\n",
    "sns.lineplot(\n",
    "    data=df_comparison[condition], x=\"Epoch\", y=\"Average Device Train Accuracy\", \n",
    "    hue=\"Federated Learning\", ci=\"sd\",\n",
    "    ax=ax4).set(title='Pretrained Weights Training', \n",
    "                ylabel = \"Train Accuracy\",\n",
    "                xlabel = \"Training Batches\")\n",
    "ax4.legend(loc='lower center', bbox_to_anchor=(0.5, 0), ncol=6, title=\"Federated Learning\")\n",
    "\n",
    "fig6, ax6 = plt.subplots(figsize=(6,4))\n",
    "ax6.set_ylim([0.5,1.0])\n",
    "ax6.set_xlim([0,400])\n",
    "condition = df_comparison['Pretrained'] == 1\n",
    "\n",
    "sns.lineplot(\n",
    "    data=df_comparison[condition], x=\"Epoch\", y=\"Average Device Validation Accuracy\", \n",
    "    hue=\"Federated Learning\", ci=\"sd\",\n",
    "    ax=ax6).set(title='Pretrained Weights Validation', \n",
    "                ylabel = \"Validation Accuracy\",\n",
    "                xlabel = \"Training Batches\")\n",
    "ax6.legend(loc='lower center', bbox_to_anchor=(0.5, 0), ncol=6, title=\"Federated Learning\")\n",
    "\n",
    "fig4.savefig('figures/comparison-pretrain-train.pdf', bbox_inches='tight')\n",
    "fig6.savefig('figures/comparison-pretrain-val.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_batch = pd.read_csv(\"results_batch_episodes.csv\")\n",
    "\n",
    "for index, row in df_batch.iterrows():\n",
    "    df_batch.at[index, 'epoch'] = row[\"epoch\"]*row[\"batches\"]*2\n",
    "    \n",
    "df_batch.columns = [\"Batch Size\", \"Trial\", \"Epoch\", \n",
    "                         \"Average Device Train Accuracy\", \"Average Device Validation Accuracy\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig7, ax7 = plt.subplots(figsize=(6,4))\n",
    "ax7.set_ylim([0.5,1.0])\n",
    "ax7.set_xlim([0,8000])\n",
    "sns.lineplot(\n",
    "    data=df_batch, x=\"Epoch\", y=\"Average Device Train Accuracy\", \n",
    "    hue=\"Batch Size\", ci=\"sd\", palette=sns.color_palette(\"flare\", 6),\n",
    "    ax=ax7).set(title='Batch Size Experiment', \n",
    "                                                 ylabel = \"Train Accuracy\",\n",
    "                                                 xlabel = \"Training Samples Seen\")\n",
    "ax7.legend(loc='lower center', bbox_to_anchor=(0.5, 0), ncol=6, title=\"Local Episodes\")\n",
    "fig7.savefig('figures/batch-train.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig8, ax8 = plt.subplots(figsize=(6,4))\n",
    "ax8.set_ylim([0.5,1.0])\n",
    "ax8.set_xlim([0,8000])\n",
    "sns.lineplot(\n",
    "    data=df_batch, x=\"Epoch\", y=\"Average Device Validation Accuracy\", \n",
    "    hue=\"Batch Size\", ci=\"sd\", palette=sns.color_palette(\"flare\", 6),\n",
    "                        ax=ax8).set(title='Batch Size Experiment', \n",
    "                                                 ylabel = \"Validation Accuracy\",\n",
    "                                                 xlabel = \"Training Samples Seen\")\n",
    "ax8.legend(loc='lower center', bbox_to_anchor=(0.5, 0.81), ncol=6, title=\"Local Episodes\")\n",
    "fig8.savefig('figures/batch-val.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Devices</th>\n",
       "      <th>Federated Learning</th>\n",
       "      <th>Trial</th>\n",
       "      <th>Epoch</th>\n",
       "      <th>Average Device Train Accuracy</th>\n",
       "      <th>Average Device Validation Accuracy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.6200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.6300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.6600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.950</td>\n",
       "      <td>0.7350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.6350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11995</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>195</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.8050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11996</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>196</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.7150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11997</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>197</td>\n",
       "      <td>0.925</td>\n",
       "      <td>0.8275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11998</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>198</td>\n",
       "      <td>0.875</td>\n",
       "      <td>0.8425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11999</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>199</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.8250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Devices  Federated Learning  Trial  Epoch  \\\n",
       "0            0                   0      0      0   \n",
       "1            0                   0      0      1   \n",
       "2            0                   0      0      2   \n",
       "3            0                   0      0      3   \n",
       "4            0                   0      0      4   \n",
       "...        ...                 ...    ...    ...   \n",
       "11995        1                   1      9    195   \n",
       "11996        1                   1      9    196   \n",
       "11997        1                   1      9    197   \n",
       "11998        1                   1      9    198   \n",
       "11999        1                   1      9    199   \n",
       "\n",
       "       Average Device Train Accuracy  Average Device Validation Accuracy  \n",
       "0                              0.700                              0.6200  \n",
       "1                              0.800                              0.6300  \n",
       "2                              0.700                              0.6600  \n",
       "3                              0.950                              0.7350  \n",
       "4                              0.850                              0.6350  \n",
       "...                              ...                                 ...  \n",
       "11995                          0.800                              0.8050  \n",
       "11996                          0.825                              0.7150  \n",
       "11997                          0.925                              0.8275  \n",
       "11998                          0.875                              0.8425  \n",
       "11999                          0.825                              0.8250  \n",
       "\n",
       "[12000 rows x 6 columns]"
      ]
     },
     "execution_count": 271,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dev = pd.read_csv(\"results_comparison.csv\")\n",
    "\n",
    "for index, row in df_comparison.iterrows():\n",
    "    df_comparison.at[index, 'epoch'] = row[\"epoch\"]*row[\"devices\"]\n",
    "\n",
    "df_dev.columns = [\"Devices\", \"Federated Learning\", \"Trial\", \"Epoch\", \n",
    "                         \"Average Device Train Accuracy\", \"Average Device Validation Accuracy\"]\n",
    "df_dev"
   ]
  }
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